From e331c7fbce4580f61b0fcf9042e8506e1239d717 Mon Sep 17 00:00:00 2001
From: ValueOn AG <p.motsch@valueon.ch>
Date: Tue, 6 Jan 2026 17:18:51 +0100
Subject: [PATCH] performance tests with json repair and cut handling

---
 modules/datamodels/datamodelAi.py             |    2 +
 modules/services/serviceAi/merge_1.txt        |  901 ----
 modules/services/serviceAi/merge_2.txt        | 3989 -----------------
 .../serviceAi/subAiCallLooping-flow.md        |  237 +
 .../services/serviceAi/subAiCallLooping.py    |  493 +-
 .../shared/BUDGET_RENDERING_REQUIREMENT.md    |  169 -
 modules/shared/_fixes.py                      |  305 --
 .../shared/_safety_copy_jsonContinuation.py   | 1410 ------
 ...tinuation.md => jsonContinuation-logic.md} |    0
 modules/shared/jsonContinuation.py            |  428 +-
 tests/functional/test12_json_split_merge.py   |  489 +-
 11 files changed, 1129 insertions(+), 7294 deletions(-)
 delete mode 100644 modules/services/serviceAi/merge_1.txt
 delete mode 100644 modules/services/serviceAi/merge_2.txt
 create mode 100644 modules/services/serviceAi/subAiCallLooping-flow.md
 delete mode 100644 modules/shared/BUDGET_RENDERING_REQUIREMENT.md
 delete mode 100644 modules/shared/_fixes.py
 delete mode 100644 modules/shared/_safety_copy_jsonContinuation.py
 rename modules/shared/{jsonContinuation.md => jsonContinuation-logic.md} (100%)

diff --git a/modules/datamodels/datamodelAi.py b/modules/datamodels/datamodelAi.py
index 5fb43f79..69d51871 100644
--- a/modules/datamodels/datamodelAi.py
+++ b/modules/datamodels/datamodelAi.py
@@ -278,11 +278,13 @@ class JsonContinuationContexts(BaseModel):
     - hierarchyContext: Full structure from root to cut WITHOUT budget limitations (for internal use)
     - hierarchyContextForPrompt: Full structure from root to cut WITH budget limitations (for prompts)
     - completePart: Valid JSON with all structures properly closed
+    - jsonParsingSuccess: True if completePart is valid parseable JSON
     """
     overlapContext: str = Field(description="The innermost object/array element containing the cut point (for merging)")
     hierarchyContext: str = Field(description="Full structure from root to cut WITHOUT budget limitations (for internal use)")
     hierarchyContextForPrompt: str = Field(description="Full structure from root to cut WITH budget limitations (for prompts)")
     completePart: str = Field(description="Valid JSON with all structures properly closed")
+    jsonParsingSuccess: bool = Field(default=False, description="True if completePart is valid parseable JSON")
 
 
 class SectionPromptArgs(BaseModel):
diff --git a/modules/services/serviceAi/merge_1.txt b/modules/services/serviceAi/merge_1.txt
deleted file mode 100644
index 3353c028..00000000
--- a/modules/services/serviceAi/merge_1.txt
+++ /dev/null
@@ -1,901 +0,0 @@
-================================================================================
-JSON MERGE OPERATION #1
-================================================================================
-Timestamp: 2026-01-05T22:51:14.407688
-
-INPUT:
-  Accumulated length: 31737 chars
-  New Fragment length: 32830 chars
-  Accumulated: 409 lines (showing first 5 and last 5)
-    {
-      "elements": [
-        {
-          "type": "table",
-          "content": {
-    ... (399 lines omitted) ...
-              [37517, 37529, 37537, 37547, 37549, 37561, 37567, 37571, 37573, 37579],
-              [37589, 37591, 37607, 37619, 37633, 37643, 37649, 37657, 37663, 37691],
-              [37693, 37699, 37717, 37747, 37781, 37783, 37799, 37811, 37813, 37831],
-              [37847, 37853, 37861, 37871, 37879, 37889, 37897, 37907, 37951, 37957],
-              [37963, 37967, 37987, 37991, 37993, 37997, 38011, 38039
-  New Fragment: 406 lines (showing first 5 and last 5)
-    ```json
-    {
-      "elements": [
-        {
-          "type": "table",
-    ... (396 lines omitted) ...
-              [79873, 79889, 79901, 79903, 79907, 79939, 79943, 79967, 79973, 79979],
-              [79987, 79997, 79999, 80021, 80039, 80051, 80071, 80077, 80107, 80111],
-              [80141, 80147, 80149, 80153, 80167, 80173, 80177, 80191, 80207, 80209],
-              [80221, 80231, 80233, 80239, 80251, 80263, 80273, 80279, 80287, 80309],
-              [80317, 80329, 80341, 80347, 80363, 80369,
-
-
-  Normalized Accumulated (31737 chars)
-  (showing first 5 and last 5 of 409 lines)
-  {
-    "elements": [
-      {
-        "type": "table",
-        "content": {
-  ... (399 lines omitted) ...
-            [37517, 37529, 37537, 37547, 37549, 37561, 37567, 37571, 37573, 37579],
-            [37589, 37591, 37607, 37619, 37633, 37643, 37649, 37657, 37663, 37691],
-            [37693, 37699, 37717, 37747, 37781, 37783, 37799, 37811, 37813, 37831],
-            [37847, 37853, 37861, 37871, 37879, 37889, 37897, 37907, 37951, 37957],
-            [37963, 37967, 37987, 37991, 37993, 37997, 38011, 38039
-
-  Normalized New Fragment (32822 chars)
-  (showing first 5 and last 5 of 405 lines)
-  {
-    "elements": [
-      {
-        "type": "table",
-        "content": {
-  ... (395 lines omitted) ...
-            [79873, 79889, 79901, 79903, 79907, 79939, 79943, 79967, 79973, 79979],
-            [79987, 79997, 79999, 80021, 80039, 80051, 80071, 80077, 80107, 80111],
-            [80141, 80147, 80149, 80153, 80167, 80173, 80177, 80191, 80207, 80209],
-            [80221, 80231, 80233, 80239, 80251, 80263, 80273, 80279, 80287, 80309],
-            [80317, 80329, 80341, 80347, 80363, 80369,
-STEP: PHASE 1
-  Description: Finding overlap between JSON strings
-  ⏳ In progress...
-
-  Overlap Detection (string):
-    Overlap length: 0
-    ⚠️  No overlap detected - appending all
-
-  ⚠️  NO OVERLAP FOUND - This indicates iterations should stop
-  Closing JSON and returning final result
-
-  Closed JSON (31743 chars):
-  ==============================================================================
-  {
-    "elements": [
-      {
-        "type": "table",
-        "content": {
-          "headers": ["Spalte1", "Spalte2", "Spalte3", "Spalte4", "Spalte5", "Spalte6", "Spalte7", "Spalte8", "Spalte9", "Spalte10"],
-          "rows": [
-            [2, 3, 5, 7, 11, 13, 17, 19, 23, 29],
-            [31, 37, 41, 43, 47, 53, 59, 61, 67, 71],
-            [73, 79, 83, 89, 97, 101, 103, 107, 109, 113],
-            [127, 131, 137, 139, 149, 151, 157, 163, 167, 173],
-            [179, 181, 191, 193, 197, 199, 211, 223, 227, 229],
-            [233, 239, 241, 251, 257, 263, 269, 271, 277, 281],
-            [283, 293, 307, 311, 313, 317, 331, 337, 347, 349],
-            [353, 359, 367, 373, 379, 383, 389, 397, 401, 409],
-            [419, 421, 431, 433, 439, 443, 449, 457, 461, 463],
-            [467, 479, 487, 491, 499, 503, 509, 521, 523, 541],
-            [547, 557, 563, 569, 571, 577, 587, 593, 599, 601],
-            [607, 613, 617, 619, 631, 641, 643, 647, 653, 659],
-            [661, 673, 677, 683, 691, 701, 709, 719, 727, 733],
-            [739, 743, 751, 757, 761, 769, 773, 787, 797, 809],
-            [811, 821, 823, 827, 829, 839, 853, 857, 859, 863],
-            [877, 881, 883, 887, 907, 911, 919, 929, 937, 941],
-            [947, 953, 967, 971, 977, 983, 991, 997, 1009, 1013],
-            [1019, 1021, 1031, 1033, 1039, 1049, 1051, 1061, 1063, 1069],
-            [1087, 1091, 1093, 1097, 1103, 1109, 1117, 1123, 1129, 1151],
-            [1153, 1163, 1171, 1181, 1187, 1193, 1201, 1213, 1217, 1223],
-            [1229, 1231, 1237, 1249, 1259, 1277, 1279, 1283, 1289, 1291],
-            [1297, 1301, 1303, 1307, 1319, 1321, 1327, 1361, 1367, 1373],
-            [1381, 1399, 1409, 1423, 1427, 1429, 1433, 1439, 1447, 1451],
-            [1453, 1459, 1471, 1481, 1483, 1487, 1489, 1493, 1499, 1511],
-            [1523, 1531, 1543, 1549, 1553, 1559, 1567, 1571, 1579, 1583],
-            [1597, 1601, 1607, 1609, 1613, 1619, 1621, 1627, 1637, 1657],
-            [1663, 1667, 1669, 1693, 1697, 1699, 1709, 1721, 1723, 1733],
-            [1741, 1747, 1753, 1759, 1777, 1783, 1787, 1789, 1801, 1811],
-            [1823, 1831, 1847, 1861, 1867, 1871, 1873, 1877, 1879, 1889],
-            [1901, 1907, 1913, 1931, 1933, 1949, 1951, 1973, 1979, 1987],
-            [1993, 1997, 1999, 2003, 2011, 2017, 2027, 2029, 2039, 2053],
-            [2063, 2069, 2081, 2083, 2087, 2089, 2099, 2111, 2113, 2129],
-            [2131, 2137, 2141, 2143, 2153, 2161, 2179, 2203, 2207, 2213],
-            [2221, 2237, 2239, 2243, 2251, 2267, 2269, 2273, 2281, 2287],
-            [2293, 2297, 2309, 2311, 2333, 2339, 2341, 2347, 2351, 2357],
-            [2371, 2377, 2381, 2383, 2389, 2393, 2399, 2411, 2417, 2423],
-            [2437, 2441, 2447, 2459, 2467, 2473, 2477, 2503, 2521, 2531],
-            [2539, 2543, 2549, 2551, 2557, 2579, 2591, 2593, 2609, 2617],
-            [2621, 2633, 2647, 2657, 2659, 2663, 2671, 2677, 2683, 2687],
-            [2689, 2693, 2699, 2707, 2711, 2713, 2719, 2729, 2731, 2741],
-            [2749, 2753, 2767, 2777, 2789, 2791, 2797, 2801, 2803, 2819],
-            [2833, 2837, 2843, 2851, 2857, 2861, 2879, 2887, 2897, 2903],
-            [2909, 2917, 2927, 2939, 2953, 2957, 2963, 2969, 2971, 2999],
-            [3001, 3011, 3019, 3023, 3037, 3041, 3049, 3061, 3067, 3079],
-            [3083, 3089, 3109, 3119, 3121, 3137, 3163, 3167, 3169, 3181],
-            [3187, 3191, 3203, 3209, 3217, 3221, 3229, 3251, 3253, 3257],
-            [3259, 3271, 3299, 3301, 3307, 3313, 3319, 3323, 3329, 3331],
-            [3343, 3347, 3359, 3361, 3371, 3373, 3389, 3391, 3407, 3413],
-            [3433, 3449, 3457, 3461, 3463, 3467, 3469, 3491, 3499, 3511],
-            [3517, 3527, 3529, 3533, 3539, 3541, 3547, 3557, 3559, 3571],
-            [3581, 3583, 3593, 3607, 3613, 3617, 3623, 3631, 3637, 3643],
-            [3659, 3671, 3673, 3677, 3691, 3697, 3701, 3709, 3719, 3727],
-            [3733, 3739, 3761, 3767, 3769, 3779, 3793, 3797, 3803, 3821],
-            [3823, 3833, 3847, 3851, 3853, 3863, 3877, 3881, 3889, 3907],
-            [3911, 3917, 3919, 3923, 3929, 3931, 3943, 3947, 3967, 3989],
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-            [4153, 4157, 4159, 4177, 4201, 4211, 4217, 4219, 4229, 4231],
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-            [35419, 35423, 35437, 35447, 35449, 35461, 35491, 35507, 35509, 35521],
-            [35527, 35531, 35533, 35537, 35543, 35569, 35573, 35591, 35593, 35597],
-            [35603, 35617, 35671, 35677, 35729, 35731, 35747, 35753, 35759, 35771],
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-            [35879, 35897, 35899, 35911, 35923, 35933, 35951, 35963, 35969, 35977],
-            [35983, 35993, 35999, 36007, 36011, 36013, 36017, 36037, 36061, 36067],
-            [36073, 36083, 36097, 36107, 36109, 36131, 36137, 36151, 36161, 36187],
-            [36191, 36209, 36217, 36229, 36241, 36251, 36263, 36269, 36277, 36293],
-            [36299, 36307, 36313, 36319, 36341, 36343, 36353, 36373, 36383, 36389],
-            [36433, 36451, 36457, 36467, 36469, 36473, 36479, 36493, 36497, 36523],
-            [36527, 36529, 36541, 36551, 36559, 36563, 36571, 36583, 36587, 36599],
-            [36607, 36629, 36637, 36643, 36653, 36671, 36677, 36683, 36691, 36697],
-            [36709, 36713, 36721, 36739, 36749, 36761, 36767, 36779, 36781, 36787],
-            [36791, 36793, 36809, 36821, 36833, 36847, 36857, 36871, 36877, 36887],
-            [36899, 36901, 36913, 36919, 36923, 36929, 36931, 36943, 36947, 36973],
-            [36979, 36997, 37003, 37013, 37019, 37021, 37039, 37049, 37057, 37061],
-            [37087, 37097, 37117, 37123, 37139, 37159, 37171, 37181, 37189, 37199],
-            [37201, 37217, 37223, 37243, 37253, 37273, 37277, 37307, 37309, 37313],
-            [37321, 37337, 37339, 37357, 37361, 37363, 37369, 37379, 37397, 37409],
-            [37423, 37441, 37447, 37463, 37483, 37489, 37493, 37501, 37507, 37511],
-            [37517, 37529, 37537, 37547, 37549, 37561, 37567, 37571, 37573, 37579],
-            [37589, 37591, 37607, 37619, 37633, 37643, 37649, 37657, 37663, 37691],
-            [37693, 37699, 37717, 37747, 37781, 37783, 37799, 37811, 37813, 37831],
-            [37847, 37853, 37861, 37871, 37879, 37889, 37897, 37907, 37951, 37957],
-            [37963, 37967, 37987, 37991, 37993, 37997, 38011, 38039]]}}]}
-  ==============================================================================
-
-================================================================================
-MERGE RESULT: ✅ SUCCESS
-================================================================================
-Final result length: 31743 chars
-Final result (COMPLETE):
-================================================================================
-{
-  "elements": [
-    {
-      "type": "table",
-      "content": {
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-          [37847, 37853, 37861, 37871, 37879, 37889, 37897, 37907, 37951, 37957],
-          [37963, 37967, 37987, 37991, 37993, 37997, 38011, 38039]]}}]}
-================================================================================
diff --git a/modules/services/serviceAi/merge_2.txt b/modules/services/serviceAi/merge_2.txt
deleted file mode 100644
index 6343dbaf..00000000
--- a/modules/services/serviceAi/merge_2.txt
+++ /dev/null
@@ -1,3989 +0,0 @@
-================================================================================
-JSON MERGE OPERATION #2
-================================================================================
-Timestamp: 2026-01-05T23:20:09.019590
-
-INPUT:
-  Accumulated length: 54039 chars
-  New Fragment length: 52810 chars
-  Accumulated: 1954 lines (showing first 5 and last 5)
-    {
-      "elements": [
-        {
-          "type": "table",
-          "content": {
-    ... (1944 lines omitted) ...
-              ["1943", "16831"],
-              ["1944", "16843"],
-              ["1945", "16871"],
-              ["1946", "16879"],
-             
-  New Fragment: 1825 lines (showing first 5 and last 5)
-    ```json
-    {
-      "elements": [
-        {
-          "type": "table",
-    ... (1815 lines omitted) ...
-              ["3725", "34897"],
-              ["3726", "34913"],
-              ["3727", "34919"],
-              ["3728", "34939"],
-             
-
-
-  Normalized Accumulated (54029 chars)
-  (showing first 5 and last 5 of 1953 lines)
-  {
-    "elements": [
-      {
-        "type": "table",
-        "content": {
-  ... (1943 lines omitted) ...
-            ["1942", "16829"],
-            ["1943", "16831"],
-            ["1944", "16843"],
-            ["1945", "16871"],
-            ["1946", "16879"],
-
-  Normalized New Fragment (52792 chars)
-  (showing first 5 and last 5 of 1823 lines)
-  {
-    "elements": [
-      {
-        "type": "table",
-        "content": {
-  ... (1813 lines omitted) ...
-            ["3724", "34883"],
-            ["3725", "34897"],
-            ["3726", "34913"],
-            ["3727", "34919"],
-            ["3728", "34939"],
-STEP: PHASE 1
-  Description: Finding overlap between JSON strings
-  ⏳ In progress...
-
-  Overlap Detection (string):
-    Overlap length: 0
-    ⚠️  No overlap detected - appending all
-
-  ⚠️  NO OVERLAP FOUND - This indicates iterations should stop
-  Closing JSON and returning final result
-
-  Closed JSON (54033 chars):
-  ==============================================================================
-  {
-    "elements": [
-      {
-        "type": "table",
-        "content": {
-          "headers": ["Position", "Primzahl"],
-          "rows": [
-            ["1", "2"],
-            ["2", "3"],
-            ["3", "5"],
-            ["4", "7"],
-            ["5", "11"],
-            ["6", "13"],
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-            ["9", "23"],
-            ["10", "29"],
-            ["11", "31"],
-            ["12", "37"],
-            ["13", "41"],
-            ["14", "43"],
-            ["15", "47"],
-            ["16", "53"],
-            ["17", "59"],
-            ["18", "61"],
-            ["19", "67"],
-            ["20", "71"],
-            ["21", "73"],
-            ["22", "79"],
-            ["23", "83"],
-            ["24", "89"],
-            ["25", "97"],
-            ["26", "101"],
-            ["27", "103"],
-            ["28", "107"],
-            ["29", "109"],
-            ["30", "113"],
-            ["31", "127"],
-            ["32", "131"],
-            ["33", "137"],
-            ["34", "139"],
-            ["35", "149"],
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-            ["38", "163"],
-            ["39", "167"],
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-            ["62", "293"],
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-            ["64", "311"],
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-            ["96", "503"],
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-            ["101", "547"],
-            ["102", "557"],
-            ["103", "563"],
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-            ["114", "619"],
-            ["115", "631"],
-            ["116", "641"],
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-            ["119", "653"],
-            ["120", "659"],
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-            ["122", "673"],
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-            ["127", "709"],
-            ["128", "719"],
-            ["129", "727"],
-            ["130", "733"],
-            ["131", "739"],
-            ["132", "743"],
-            ["133", "751"],
-            ["134", "757"],
-            ["135", "761"],
-            ["136", "769"],
-            ["137", "773"],
-            ["138", "787"],
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-            ["1709", "14591"],
-            ["1710", "14593"],
-            ["1711", "14621"],
-            ["1712", "14627"],
-            ["1713", "14629"],
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-            ["1715", "14639"],
-            ["1716", "14653"],
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-            ["1730", "14767"],
-            ["1731", "14771"],
-            ["1732", "14779"],
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-            ["1737", "14827"],
-            ["1738", "14831"],
-            ["1739", "14843"],
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-            ["1743", "14879"],
-            ["1744", "14887"],
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-            ["1751", "14951"],
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-            ["1781", "15263"],
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-            ["1783", "15271"],
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-            ["1795", "15361"],
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-            ["1908", "16453"],
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-            ["1910", "16481"],
-            ["1911", "16487"],
-            ["1912", "16493"],
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-            ["1914", "16529"],
-            ["1915", "16547"],
-            ["1916", "16553"],
-            ["1917", "16561"],
-            ["1918", "16567"],
-            ["1919", "16573"],
-            ["1920", "16603"],
-            ["1921", "16607"],
-            ["1922", "16619"],
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-            ["1925", "16649"],
-            ["1926", "16651"],
-            ["1927", "16657"],
-            ["1928", "16661"],
-            ["1929", "16673"],
-            ["1930", "16691"],
-            ["1931", "16693"],
-            ["1932", "16699"],
-            ["1933", "16703"],
-            ["1934", "16729"],
-            ["1935", "16741"],
-            ["1936", "16747"],
-            ["1937", "16759"],
-            ["1938", "16763"],
-            ["1939", "16787"],
-            ["1940", "16811"],
-            ["1941", "16823"],
-            ["1942", "16829"],
-            ["1943", "16831"],
-            ["1944", "16843"],
-            ["1945", "16871"],
-            ["1946", "16879"]]}}]}
-  ==============================================================================
-
-================================================================================
-MERGE RESULT: ✅ SUCCESS
-================================================================================
-Final result length: 54033 chars
-Final result (COMPLETE):
-================================================================================
-{
-  "elements": [
-    {
-      "type": "table",
-      "content": {
-        "headers": ["Position", "Primzahl"],
-        "rows": [
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-          ["2", "3"],
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-          ["1743", "14879"],
-          ["1744", "14887"],
-          ["1745", "14891"],
-          ["1746", "14897"],
-          ["1747", "14923"],
-          ["1748", "14929"],
-          ["1749", "14939"],
-          ["1750", "14947"],
-          ["1751", "14951"],
-          ["1752", "14957"],
-          ["1753", "14969"],
-          ["1754", "14983"],
-          ["1755", "15013"],
-          ["1756", "15017"],
-          ["1757", "15031"],
-          ["1758", "15053"],
-          ["1759", "15061"],
-          ["1760", "15073"],
-          ["1761", "15077"],
-          ["1762", "15083"],
-          ["1763", "15091"],
-          ["1764", "15101"],
-          ["1765", "15107"],
-          ["1766", "15121"],
-          ["1767", "15131"],
-          ["1768", "15137"],
-          ["1769", "15139"],
-          ["1770", "15149"],
-          ["1771", "15161"],
-          ["1772", "15173"],
-          ["1773", "15187"],
-          ["1774", "15193"],
-          ["1775", "15199"],
-          ["1776", "15217"],
-          ["1777", "15227"],
-          ["1778", "15233"],
-          ["1779", "15241"],
-          ["1780", "15259"],
-          ["1781", "15263"],
-          ["1782", "15269"],
-          ["1783", "15271"],
-          ["1784", "15277"],
-          ["1785", "15287"],
-          ["1786", "15289"],
-          ["1787", "15299"],
-          ["1788", "15307"],
-          ["1789", "15313"],
-          ["1790", "15319"],
-          ["1791", "15329"],
-          ["1792", "15331"],
-          ["1793", "15349"],
-          ["1794", "15359"],
-          ["1795", "15361"],
-          ["1796", "15373"],
-          ["1797", "15377"],
-          ["1798", "15383"],
-          ["1799", "15391"],
-          ["1800", "15401"],
-          ["1801", "15413"],
-          ["1802", "15427"],
-          ["1803", "15439"],
-          ["1804", "15443"],
-          ["1805", "15451"],
-          ["1806", "15461"],
-          ["1807", "15467"],
-          ["1808", "15473"],
-          ["1809", "15493"],
-          ["1810", "15497"],
-          ["1811", "15511"],
-          ["1812", "15527"],
-          ["1813", "15541"],
-          ["1814", "15551"],
-          ["1815", "15559"],
-          ["1816", "15569"],
-          ["1817", "15581"],
-          ["1818", "15583"],
-          ["1819", "15601"],
-          ["1820", "15607"],
-          ["1821", "15619"],
-          ["1822", "15629"],
-          ["1823", "15641"],
-          ["1824", "15643"],
-          ["1825", "15647"],
-          ["1826", "15649"],
-          ["1827", "15661"],
-          ["1828", "15667"],
-          ["1829", "15671"],
-          ["1830", "15679"],
-          ["1831", "15683"],
-          ["1832", "15727"],
-          ["1833", "15731"],
-          ["1834", "15733"],
-          ["1835", "15737"],
-          ["1836", "15739"],
-          ["1837", "15749"],
-          ["1838", "15761"],
-          ["1839", "15767"],
-          ["1840", "15773"],
-          ["1841", "15787"],
-          ["1842", "15791"],
-          ["1843", "15797"],
-          ["1844", "15803"],
-          ["1845", "15809"],
-          ["1846", "15817"],
-          ["1847", "15823"],
-          ["1848", "15859"],
-          ["1849", "15877"],
-          ["1850", "15881"],
-          ["1851", "15887"],
-          ["1852", "15889"],
-          ["1853", "15901"],
-          ["1854", "15907"],
-          ["1855", "15913"],
-          ["1856", "15919"],
-          ["1857", "15923"],
-          ["1858", "15937"],
-          ["1859", "15959"],
-          ["1860", "15971"],
-          ["1861", "15973"],
-          ["1862", "15991"],
-          ["1863", "16001"],
-          ["1864", "16007"],
-          ["1865", "16033"],
-          ["1866", "16057"],
-          ["1867", "16061"],
-          ["1868", "16063"],
-          ["1869", "16067"],
-          ["1870", "16069"],
-          ["1871", "16073"],
-          ["1872", "16087"],
-          ["1873", "16091"],
-          ["1874", "16097"],
-          ["1875", "16103"],
-          ["1876", "16111"],
-          ["1877", "16127"],
-          ["1878", "16139"],
-          ["1879", "16141"],
-          ["1880", "16183"],
-          ["1881", "16187"],
-          ["1882", "16189"],
-          ["1883", "16193"],
-          ["1884", "16217"],
-          ["1885", "16223"],
-          ["1886", "16229"],
-          ["1887", "16231"],
-          ["1888", "16249"],
-          ["1889", "16253"],
-          ["1890", "16267"],
-          ["1891", "16273"],
-          ["1892", "16301"],
-          ["1893", "16319"],
-          ["1894", "16333"],
-          ["1895", "16339"],
-          ["1896", "16349"],
-          ["1897", "16361"],
-          ["1898", "16363"],
-          ["1899", "16369"],
-          ["1900", "16381"],
-          ["1901", "16411"],
-          ["1902", "16417"],
-          ["1903", "16421"],
-          ["1904", "16427"],
-          ["1905", "16433"],
-          ["1906", "16447"],
-          ["1907", "16451"],
-          ["1908", "16453"],
-          ["1909", "16477"],
-          ["1910", "16481"],
-          ["1911", "16487"],
-          ["1912", "16493"],
-          ["1913", "16519"],
-          ["1914", "16529"],
-          ["1915", "16547"],
-          ["1916", "16553"],
-          ["1917", "16561"],
-          ["1918", "16567"],
-          ["1919", "16573"],
-          ["1920", "16603"],
-          ["1921", "16607"],
-          ["1922", "16619"],
-          ["1923", "16631"],
-          ["1924", "16633"],
-          ["1925", "16649"],
-          ["1926", "16651"],
-          ["1927", "16657"],
-          ["1928", "16661"],
-          ["1929", "16673"],
-          ["1930", "16691"],
-          ["1931", "16693"],
-          ["1932", "16699"],
-          ["1933", "16703"],
-          ["1934", "16729"],
-          ["1935", "16741"],
-          ["1936", "16747"],
-          ["1937", "16759"],
-          ["1938", "16763"],
-          ["1939", "16787"],
-          ["1940", "16811"],
-          ["1941", "16823"],
-          ["1942", "16829"],
-          ["1943", "16831"],
-          ["1944", "16843"],
-          ["1945", "16871"],
-          ["1946", "16879"]]}}]}
-================================================================================
diff --git a/modules/services/serviceAi/subAiCallLooping-flow.md b/modules/services/serviceAi/subAiCallLooping-flow.md
new file mode 100644
index 00000000..e68b2f3c
--- /dev/null
+++ b/modules/services/serviceAi/subAiCallLooping-flow.md
@@ -0,0 +1,237 @@
+# AI Call Iteration Flow - JSON Merging System
+
+This document describes the iteration flow for handling large JSON responses from AI that may be truncated and need to be merged across multiple iterations.
+
+## Overview
+
+When an AI response is too large, it may be truncated (cut) at an arbitrary point. The iteration system:
+1. Detects incomplete JSON
+2. Requests continuation from the AI
+3. Merges the continuation with the existing JSON
+4. Repeats until complete or max failures reached
+
+---
+
+## Key Variables
+
+| Variable | Type | Purpose |
+|----------|------|---------|
+| `jsonBase` | `str \| None` | The merged JSON string (CUT version for overlap matching) |
+| `candidateJson` | `str` | Temporary holder for merged result until validated |
+| `lastValidCompletePart` | `str \| None` | Fallback - last successfully parsed CLOSED JSON |
+| `lastOverlapContext` | `str` | Context for retry/continuation prompts |
+| `lastHierarchyContextForPrompt` | `str` | Context for retry/continuation prompts |
+| `mergeFailCount` | `int` | Global counter (max 3 failures) |
+
+---
+
+## Key Distinction: hierarchyContext vs completePart
+
+| Field | Description | Use Case |
+|-------|-------------|----------|
+| `hierarchyContext` | **CUT JSON** - truncated at cut point | Used as `jsonBase` for merging with next AI fragment |
+| `completePart` | **CLOSED JSON** - all structures properly closed | Used for validation, parsing, and fallback |
+
+**Why this matters:**
+- The next AI fragment starts with an **overlap** that matches the CUT point
+- If we used `completePart` (closed), the overlap detection would FAIL
+- We must use `hierarchyContext` (cut) so overlap matching works correctly
+
+---
+
+## Flow Steps
+
+### Step 1: BUILD PROMPT
+
+**Location:** `subAiCallLooping.py` lines 163-212  
+**Function:** `buildContinuationContext()` from `modules/shared/jsonUtils.py`
+
+- **First iteration:** Use original prompt
+- **Continuation:** `buildContinuationContext(allSections, lastRawResponse, ...)`
+  - Internally calls `getContexts(lastRawResponse)` to get overlap/hierarchy
+  - Builds continuation prompt with `overlapContext` + `hierarchyContextForPrompt`
+
+### Step 2: CALL AI
+
+**Location:** `subAiCallLooping.py` lines 214-299  
+**Function:** `self.aiService.callAi(request)`
+
+- Returns `response.content` as `result`
+- Store raw response: `lastRawResponse = result`
+
+### Step 4: MERGE
+
+**Location:** `subAiCallLooping.py` lines 338-396  
+**Function:** `JsonResponseHandler.mergeJsonStringsWithOverlap()` from `modules/services/serviceAi/subJsonResponseHandling.py`
+
+```
+IF first iteration (jsonBase is None):
+    → candidateJson = result
+ELSE:
+    → mergedJsonString, hasOverlap = mergeJsonStringsWithOverlap(jsonBase, result)
+    
+    IF hasOverlap = False (MERGE FAILED):
+        → mergeFailCount++
+        → If mergeFailCount >= 3: return lastValidCompletePart (fallback)
+        → Else: continue (retry with unchanged jsonBase)
+    ELSE:
+        → candidateJson = mergedJsonString (don't update jsonBase yet!)
+
+TRY DIRECT PARSE of candidateJson:
+    IF parse succeeds:
+        → jsonBase = candidateJson (commit)
+        → FINISHED! Return normalized result
+    ELSE:
+        → Proceed to Step 5
+```
+
+### Step 5: GET CONTEXTS
+
+**Location:** `subAiCallLooping.py` lines 420-427  
+**Function:** `getContexts()` from `modules/shared/jsonContinuation.py`
+
+```python
+contexts = getContexts(candidateJson)
+```
+
+Returns `JsonContinuationContexts`:
+- `overlapContext`: `""` if JSON is complete (no cut point)
+- `hierarchyContext`: CUT JSON (for merging with next fragment)
+- `hierarchyContextForPrompt`: CUT JSON with budget limits (for prompts)
+- `completePart`: CLOSED JSON (repaired if needed)
+- `jsonParsingSuccess`: `True` if completePart is valid JSON
+
+**Enhancement:** If original JSON is already complete → `overlapContext = ""`  
+This signals "JSON is complete, no more continuation needed"
+
+### Step 6: DECIDE
+
+**Location:** `subAiCallLooping.py` lines 429-528
+
+#### Case A: `jsonParsingSuccess=true` AND `overlapContext=""`
+**→ FINISHED**
+- JSON is complete (no cut point)
+- `jsonBase = contexts.completePart` (use CLOSED version for final result)
+- Return `completePart` as result
+
+#### Case B: `jsonParsingSuccess=true` AND `overlapContext!=""`
+**→ CONTINUE to next iteration**
+- JSON parseable but has cut point
+- `jsonBase = contexts.hierarchyContext` ← **CUT version for next merge!**
+- `lastValidCompletePart = contexts.completePart` ← **CLOSED version for fallback**
+- Store contexts for next prompt
+- `mergeFailCount = 0` (reset on success)
+- `lastRawResponse = jsonBase`
+- Continue to next iteration
+
+#### Case C: `jsonParsingSuccess=false`
+**→ RETRY with same prompt**
+- Do NOT update `jsonBase` (keep previous valid state)
+- `mergeFailCount++`
+- If `mergeFailCount >= 3`: return `lastValidCompletePart` (fallback)
+- Else: continue (retry with unchanged jsonBase/lastRawResponse)
+
+---
+
+## Flow Diagram
+
+```
+     ┌───────────────────────────────────────────────────────────────┐
+     │                     ITERATION START                           │
+     └───────────────────────────┬───────────────────────────────────┘
+                                 │
+     ┌───────────────────────────▼───────────────────────────────────┐
+     │  STEP 1: BUILD PROMPT                                         │
+     │  - First: original prompt                                     │
+     │  - Next: buildContinuationContext(lastRawResponse)            │
+     └───────────────────────────┬───────────────────────────────────┘
+                                 │
+     ┌───────────────────────────▼───────────────────────────────────┐
+     │  STEP 2: CALL AI → result                                     │
+     └───────────────────────────┬───────────────────────────────────┘
+                                 │
+     ┌───────────────────────────▼───────────────────────────────────┐
+     │  STEP 4: MERGE jsonBase + result → candidateJson              │
+     └───────────────────────────┬───────────────────────────────────┘
+                                 │
+                    ┌────────────▼────────────┐
+                    │      Merge OK?          │
+                    └────────────┬────────────┘
+                                 │
+           ┌─────────────────────┼─────────────────────┐
+           │ NO                  │ YES                 │
+           ▼                     ▼                     │
+    ┌──────────────┐    ┌──────────────────┐          │
+    │ fails++      │    │ TRY DIRECT PARSE │          │
+    │ if >=3:      │    │ of candidateJson │          │
+    │   RETURN     │    └────────┬─────────┘          │
+    │   fallback   │             │                    │
+    │ else: RETRY  │    ┌────────▼─────────┐          │
+    │   (continue) │    │   Parse OK?      │          │
+    └──────────────┘    └────────┬─────────┘          │
+                                 │                    │
+           ┌─────────────────────┼─────────────────────┐
+           │ YES                 │ NO                  │
+           ▼                     ▼                     │
+    ┌──────────────┐    ┌──────────────────────────────┐
+    │  FINISHED ✓  │    │  STEP 5: getContexts()       │
+    │  Return      │    │  → jsonParsingSuccess        │
+    │  normalized  │    │  → overlapContext            │
+    │  result      │    └────────────┬─────────────────┘
+    └──────────────┘                 │
+                        ┌────────────▼────────────────────┐
+                        │         STEP 6: DECIDE          │
+                        └────────────┬────────────────────┘
+                                     │
+        ┌────────────────────────────┼────────────────────────────┐
+        │                            │                            │
+        ▼                            ▼                            ▼
+┌───────────────────┐  ┌───────────────────────┐  ┌───────────────────┐
+│ success=true      │  │ success=true          │  │ success=false     │
+│ overlap=""        │  │ overlap!=""           │  │                   │
+│ ─────────────     │  │ ─────────────────     │  │ ─────────────     │
+│ FINISHED ✓        │  │ CONTINUE              │  │ RETRY             │
+│                   │  │                       │  │                   │
+│ jsonBase =        │  │ jsonBase =            │  │ jsonBase unchanged│
+│   completePart    │  │   hierarchyContext    │  │ fails++           │
+│   (CLOSED)        │  │   (CUT for merge!)    │  │                   │
+│                   │  │                       │  │ if >=3: fallback  │
+│ Return result     │  │ fallback =            │  │ else: retry       │
+│                   │  │   completePart        │  │                   │
+│                   │  │   (CLOSED)            │  │                   │
+│                   │  │                       │  │                   │
+│                   │  │ Next iteration →      │  │                   │
+└───────────────────┘  └───────────────────────┘  └───────────────────┘
+```
+
+---
+
+## Files Involved
+
+| File | Purpose |
+|------|---------|
+| `modules/services/serviceAi/subAiCallLooping.py` | Main iteration loop |
+| `modules/shared/jsonContinuation.py` | `getContexts()` - context extraction & repair |
+| `modules/shared/jsonUtils.py` | `buildContinuationContext()` - prompt building |
+| `modules/services/serviceAi/subJsonResponseHandling.py` | `mergeJsonStringsWithOverlap()` |
+| `modules/services/serviceAi/subJsonMerger.py` | `ModularJsonMerger` - actual merge logic |
+| `modules/datamodels/datamodelAi.py` | `JsonContinuationContexts` model |
+
+---
+
+## Error Handling
+
+### Merge Failures
+- Max 3 consecutive failures allowed
+- On failure: retry with unchanged `jsonBase` (previous valid state)
+- After 3 failures: return `lastValidCompletePart` as fallback
+
+### Parse Failures  
+- If `getContexts()` cannot produce valid JSON: increment fail counter
+- Retry with same prompt (don't update jsonBase)
+- After 3 failures: return `lastValidCompletePart` as fallback
+
+### Fallback Strategy
+- `lastValidCompletePart` stores the last successfully parsed CLOSED JSON
+- Always available as fallback when things go wrong
+- Ensures we return valid JSON even after multiple failures
diff --git a/modules/services/serviceAi/subAiCallLooping.py b/modules/services/serviceAi/subAiCallLooping.py
index 63051d8b..31cca318 100644
--- a/modules/services/serviceAi/subAiCallLooping.py
+++ b/modules/services/serviceAi/subAiCallLooping.py
@@ -7,7 +7,44 @@ Handles AI calls with looping and repair logic, including:
 - Looping with JSON repair and continuation
 - KPI definition and tracking
 - Progress tracking and iteration management
+
+FLOW LOGIC
+
+VARIABLES:
+- jsonBase: str (merged JSON so far, starts empty)
+- lastValidCompletePart: str (fallback for failures)
+- mergeFailCount: int = 0 (max 3)
+
+FLOW:
+┌─────────────────────────────────────────────────────────────────┐
+│ 1. BUILD PROMPT                                                 │
+│    - First: original prompt                                     │
+│    - Next: buildContinuationContext(lastRawResponse)            │
+├─────────────────────────────────────────────────────────────────┤
+│ 2. CALL AI → response fragment                                  │
+├─────────────────────────────────────────────────────────────────┤
+│ 4. MERGE jsonBase + response                                    │
+│    ├─ FAILS: repeat prompt, fails++ (if >=3 return fallback)    │
+│    └─ SUCCEEDS: try parse                                       │
+│        ├─ SUCCEEDS: FINISHED                                    │
+│        └─ FAILS: → step 5                                       │
+├─────────────────────────────────────────────────────────────────┤
+│ 5. GET CONTEXTS (merge OK, parse failed)                        │
+│    getContexts(mergedJson) →                                    │
+│    - If no cut point: overlapContext = ""                       │
+│    - Store contexts for next iteration                          │
+├─────────────────────────────────────────────────────────────────┤
+│ 6. DECIDE                                                       │
+│    ├─ jsonParsingSuccess=true AND overlapContext="":            │
+│    │   FINISHED. return completePart                            │
+│    ├─ jsonParsingSuccess=true AND overlapContext!="":           │
+│    │   CONTINUE, fails=0                                        │
+│    └─ ELSE: repeat prompt, fails++                              │
+└─────────────────────────────────────────────────────────────────┘
+
+
 """
+
 import json
 import logging
 from typing import Dict, Any, List, Optional, Callable
@@ -16,10 +53,14 @@ from modules.datamodels.datamodelAi import (
     AiCallRequest, AiCallOptions
 )
 from modules.datamodels.datamodelExtraction import ContentPart
-from modules.shared.jsonUtils import buildContinuationContext, extractJsonString, tryParseJson
 from modules.services.serviceAi.subJsonResponseHandling import JsonResponseHandler
 from modules.services.serviceAi.subLoopingUseCases import LoopingUseCaseRegistry
 from modules.workflows.processing.shared.stateTools import checkWorkflowStopped
+from modules.shared.jsonContinuation import getContexts
+from modules.shared.jsonUtils import buildContinuationContext, extractJsonString, tryParseJson
+from modules.shared.jsonUtils import tryParseJson
+from modules.shared.jsonUtils import closeJsonStructures
+from modules.shared.jsonUtils import stripCodeFences, normalizeJsonText
 
 logger = logging.getLogger(__name__)
 
@@ -88,7 +129,18 @@ class AiCallLooper:
         iteration = 0
         allSections = []  # Accumulate all sections across iterations
         lastRawResponse = None  # Store last raw JSON response for continuation
-        accumulatedDirectJson = []  # Accumulate JSON strings for direct return use cases (chapter_structure, code_structure)
+        
+        # JSON Base Iteration System:
+        # - jsonBase: the merged JSON string (replaces accumulatedDirectJson array)
+        # - After each iteration, new response is merged with jsonBase
+        # - On merge success: check if complete, store contexts for next iteration
+        # - On merge fail: retry with same prompt, increment fails
+        jsonBase = None  # Merged JSON string (starts None, set on first response)
+        
+        # Merge fail tracking - stop after 3 consecutive merge failures
+        MAX_MERGE_FAILS = 3
+        mergeFailCount = 0  # Global counter for merge failures across entire loop
+        lastValidCompletePart = None  # Store last successfully parsed completePart for fallback
         
         # Get parent operation ID for iteration operations (parentId should be operationId, not log entry ID)
         parentOperationId = operationId  # Use the parent's operationId directly
@@ -136,6 +188,17 @@ class AiCallLooper:
                 if not lastRawResponse:
                     logger.warning(f"Iteration {iteration}: No previous response available for continuation!")
                 
+                # Store valid completePart from continuation context for fallback on merge failures
+                # Use getContexts to check if completePart is parseable and store it
+                if lastRawResponse and not lastValidCompletePart:
+                    try:
+                        contexts = getContexts(lastRawResponse)
+                        if contexts.jsonParsingSuccess and contexts.completePart:
+                            lastValidCompletePart = contexts.completePart
+                            logger.debug(f"Iteration {iteration}: Stored initial valid completePart ({len(lastValidCompletePart)} chars)")
+                    except Exception as e:
+                        logger.debug(f"Iteration {iteration}: Failed to extract completePart: {e}")
+                
                 # Unified prompt builder call: Continuation builders only need continuationContext, templateStructure, and basePrompt
                 # All initial context (section, userPrompt, etc.) is already in basePrompt, so promptArgs is not needed
                 # Extract templateStructure and basePrompt from promptArgs (they're explicit parameters)
@@ -247,238 +310,220 @@ class AiCallLooper:
                 # Store raw response for continuation (even if broken)
                 lastRawResponse = result
                 
-                # Parse JSON for use case handling
-                parsedJsonForUseCase = None
-                extractedJsonForUseCase = None
-                
-                try:
-                    extractedJsonForUseCase = extractJsonString(result)
-                    parsedJson, parseError, _ = tryParseJson(extractedJsonForUseCase)
-                    if parseError is None and parsedJson:
-                        parsedJsonForUseCase = parsedJson
-                except Exception:
-                    pass
-                
                 # Handle use cases that return JSON directly (no section extraction needed)
                 # Check if use case supports direct return (all registered use cases do)
                 if useCase and not useCase.requiresExtraction:
-                    # For all direct return use cases, check completeness and support looping
-                    if True:  # All registered use cases support looping
-                        # If parsing failed (e.g., invalid JSON with comments or truncated JSON), continue looping to get valid JSON
-                        if not parsedJsonForUseCase:
-                            logger.info(f"Iteration {iteration}: Use case '{useCaseId}' - JSON parsing failed (likely incomplete/truncated), continuing iteration to complete")
-                            # Accumulate response for merging in next iteration
-                            accumulatedDirectJson.append(result)
+                    # =====================================================================
+                    # ITERATION FLOW (Simplified)
+                    # =====================================================================
+                    # Step 4: MERGE jsonBase + new response
+                    #         - FAILS: repeat prompt, increment fails cont (if >=3 return fallback)
+                    #         - SUCCEEDS: try parse
+                    #           - SUCCEEDS: FINISHED
+                    #           - FAILS: proceed to Step 5
+                    # Step 5: GET CONTEXTS (merge OK, parse failed)
+                    #         - getContexts() with repair
+                    #         - If no cut point: overlapContext = ""
+                    # Step 6: DECIDE
+                    #         - jsonParsingSuccess=true AND overlapContext="": FINISHED
+                    #         - jsonParsingSuccess=true AND overlapContext!="": continue, fails=0
+                    #         - ELSE: repeat prompt, increment fails count
+                    # =====================================================================
+                                       
+                    # STEP 4: MERGE jsonBase + new response
+                    # Use candidateJson to hold merged result until we confirm it's valid
+                    candidateJson = None
+                    
+                    if jsonBase is None:
+                        # First iteration - candidate is the current result
+                        candidateJson = result
+                        logger.debug(f"Iteration {iteration}: First response, candidateJson ({len(candidateJson)} chars)")
+                    else:
+                        # Merge jsonBase with new response
+                        logger.info(f"Iteration {iteration}: Merging jsonBase ({len(jsonBase)} chars) with new response ({len(result)} chars)")
+                        mergedJsonString, hasOverlap = JsonResponseHandler.mergeJsonStringsWithOverlap(jsonBase, result)
+                        
+                        if not hasOverlap:
+                            # MERGE FAILED - repeat prompt with unchanged jsonBase
+                            mergeFailCount += 1
+                            logger.warning(
+                                f"Iteration {iteration}: Merge failed, no overlap found "
+                                f"(fail {mergeFailCount}/{MAX_MERGE_FAILS})"
+                            )
                             
-                            # Continue to next iteration - continuation prompt builder will handle the rest
-                            if iterationOperationId:
-                                self.services.chat.progressLogUpdate(iterationOperationId, 0.7, "JSON incomplete, requesting continuation")
-                                self.services.chat.progressLogFinish(iterationOperationId, True)
-                            continue
-                        
-                        # If we successfully parsed JSON, check completeness using parsed structure
-                        # CRITICAL: If parsing succeeded, trust the parsed JSON structure check
-                        # The string-based check can have false positives on valid JSON (e.g., due to normalization issues)
-                        # Only use string-based check when parsing fails (already handled above)
-                        isComplete = JsonResponseHandler.isJsonComplete(parsedJsonForUseCase)
-                        
-                        # If parsed check says complete, trust it - don't override with string check
-                        # String check is only reliable when parsing fails (truncated JSON that gets closed for parsing)
-                        # For successfully parsed JSON, the structure check is definitive
-                        
-                        if not isComplete:
-                            logger.warning(f"Iteration {iteration}: Use case '{useCaseId}' - JSON is incomplete, continuing for continuation")
-                            # Accumulate response for merging in next iteration
-                            accumulatedDirectJson.append(result)
-                            
-                            # Continue to next iteration - continuation prompt builder will handle the rest
-                            if iterationOperationId:
-                                self.services.chat.progressLogUpdate(iterationOperationId, 0.7, "JSON incomplete, requesting continuation")
-                                self.services.chat.progressLogFinish(iterationOperationId, True)
-                            continue
-                        else:
-                            # JSON is complete - merge accumulated responses if any
-                            if accumulatedDirectJson:
-                                logger.info(f"Iteration {iteration}: Merging {len(accumulatedDirectJson) + 1} accumulated responses")
+                            if mergeFailCount >= MAX_MERGE_FAILS:
+                                # Max failures reached - return last valid completePart
+                                logger.error(
+                                    f"Iteration {iteration}: Max merge failures ({MAX_MERGE_FAILS}) reached, "
+                                    "returning last valid completePart"
+                                )
+                                if iterationOperationId:
+                                    self.services.chat.progressLogFinish(iterationOperationId, False)
                                 
-                                # Use generic data-based merging for all use cases
-                                try:
-                                    # Strategy: Merge strings first for incomplete JSON, then parse and merge parsed objects
-                                    # This ensures incomplete JSON from part 1 is preserved
-                                    allJsonStrings = accumulatedDirectJson + [result]
-                                    
-                                    # Step 1: Merge all JSON strings using existing overlap detection
-                                    mergedJsonString = allJsonStrings[0] if allJsonStrings else ""
-                                    hasOverlap = True  # Track if any overlap was found
-                                    for jsonStr in allJsonStrings[1:]:
-                                        mergedJsonString, hasOverlapInMerge = JsonResponseHandler.mergeJsonStringsWithOverlap(mergedJsonString, jsonStr)
-                                        # If no overlap found in any merge, stop iterations
-                                        if not hasOverlapInMerge:
-                                            hasOverlap = False
-                                            logger.info(f"Iteration {iteration}: No overlap found during merge - stopping iterations and closing JSON")
-                                            break
-                                    
-                                    # If no overlap was found, mark as complete and use closed JSON
-                                    if not hasOverlap:
-                                        isComplete = True
-                                        # JSON is already closed by mergeJsonStringsWithOverlap when no overlap
-                                        # Use the merged (closed) JSON string directly
-                                        result = mergedJsonString
-                                        # CRITICAL: Update lastRawResponse with merged result for next iteration
-                                        lastRawResponse = mergedJsonString
-                                        # Try to parse it to get parsedJsonForUseCase
-                                        try:
-                                            extracted = extractJsonString(mergedJsonString)
-                                            parsed, parseErr, _ = tryParseJson(extracted)
-                                            if parseErr is None and parsed:
-                                                # Use callback to normalize JSON structure
-                                                normalized = self._normalizeJsonStructure(parsed, useCase)
-                                                parsedJsonForUseCase = normalized
-                                                result = json.dumps(normalized, indent=2, ensure_ascii=False)
-                                                # CRITICAL: Update lastRawResponse with final result
-                                                lastRawResponse = result
-                                            else:
-                                                # Parsing failed - try to repair JSON
-                                                from modules.shared.jsonUtils import repairBrokenJson
-                                                logger.warning(
-                                                    f"Iteration {iteration}: JSON parse failed after no-overlap merge, "
-                                                    f"attempting repair: {str(parseErr) if parseErr else 'Unknown error'}"
-                                                )
-                                                repairedJson = repairBrokenJson(extracted)
-                                                if repairedJson and isinstance(repairedJson, dict):
-                                                    # repairBrokenJson returns a dict directly - use it
-                                                    normalized = self._normalizeJsonStructure(repairedJson, useCase)
-                                                    parsedJsonForUseCase = normalized
-                                                    result = json.dumps(normalized, indent=2, ensure_ascii=False)
-                                                    # CRITICAL: Update lastRawResponse with final result
-                                                    lastRawResponse = result
-                                                    logger.info(f"Iteration {iteration}: Successfully repaired JSON after no-overlap merge")
-                                        except Exception as e:
-                                            # Last resort: try repair on the original merged string
-                                            logger.warning(
-                                                f"Iteration {iteration}: Exception during no-overlap JSON processing, "
-                                                f"attempting repair: {str(e)}"
-                                            )
-                                            try:
-                                                from modules.shared.jsonUtils import repairBrokenJson
-                                                repairedJson = repairBrokenJson(mergedJsonString)
-                                                if repairedJson and isinstance(repairedJson, dict):
-                                                    normalized = self._normalizeJsonStructure(repairedJson, useCase)
-                                                    parsedJsonForUseCase = normalized
-                                                    result = json.dumps(normalized, indent=2, ensure_ascii=False)
-                                                    logger.info(f"Iteration {iteration}: Successfully repaired JSON after exception")
-                                                else:
-                                                    logger.error(f"Iteration {iteration}: JSON repair failed, using string result as-is")
-                                            except Exception as repairError:
-                                                logger.error(
-                                                    f"Iteration {iteration}: JSON repair also failed: {str(repairError)}, "
-                                                    "using string result as-is"
-                                                )
-                                    else:
-                                        # Overlap found - continue with normal processing
-                                        # Step 2: Try to parse the merged string
-                                        extracted = extractJsonString(mergedJsonString)
-                                        parsed, parseErr, _ = tryParseJson(extracted)
-                                        
-                                        if parseErr is None and parsed:
-                                            # Parsing succeeded - normalize and use (via callback)
-                                            normalized = self._normalizeJsonStructure(parsed, useCase)
-                                            parsedJsonForUseCase = normalized
-                                            result = json.dumps(normalized, indent=2, ensure_ascii=False)
-                                            # CRITICAL: Update lastRawResponse with merged result
-                                            lastRawResponse = result
-                                        else:
-                                            # Parsing failed - try to extract partial data using Deep-Structure-Merging
-                                            # This fallback works for all use cases: parse what we can from each part
-                                            allParsed = []
-                                            for jsonStr in allJsonStrings:
-                                                extracted = extractJsonString(jsonStr)
-                                                parsed, parseErr, _ = tryParseJson(extracted)
-                                                if parseErr is None and parsed:
-                                                    # Use callback to normalize JSON structure
-                                                    normalized = self._normalizeJsonStructure(parsed, useCase)
-                                                    allParsed.append(normalized)
-                                            
-                                            if allParsed:
-                                                # Use mergeDeepStructures for intelligent merging across all use cases
-                                                if len(allParsed) > 1:
-                                                    mergedJsonObj = allParsed[0]
-                                                    for nextObj in allParsed[1:]:
-                                                        mergedJsonObj = JsonResponseHandler.mergeDeepStructures(
-                                                            mergedJsonObj, nextObj, iteration, f"{useCaseId}.merge"
-                                                        )
-                                                else:
-                                                    mergedJsonObj = allParsed[0]
-                                                
-                                                parsedJsonForUseCase = mergedJsonObj
-                                                result = json.dumps(mergedJsonObj, indent=2, ensure_ascii=False)
-                                                # CRITICAL: Update lastRawResponse with merged result
-                                                lastRawResponse = result
-                                            else:
-                                                # All parsing failed - use string merge result
-                                                result = mergedJsonString
-                                                # CRITICAL: Update lastRawResponse with merged result
-                                                lastRawResponse = mergedJsonString
-                                except Exception as e:
-                                    logger.warning(f"Failed data-based merge, falling back to string merging: {e}")
-                                    # Fallback to string merging
-                                    mergedJsonString = accumulatedDirectJson[0] if accumulatedDirectJson else result
-                                    hasOverlap = True  # Track if any overlap was found
-                                    for prevJson in accumulatedDirectJson[1:]:
-                                        mergedJsonString, hasOverlapInMerge = JsonResponseHandler.mergeJsonStringsWithOverlap(mergedJsonString, prevJson)
-                                        if not hasOverlapInMerge:
-                                            hasOverlap = False
-                                            logger.info(f"Iteration {iteration}: No overlap found during fallback merge - stopping iterations")
-                                            break
-                                    if hasOverlap:
-                                        mergedJsonString, hasOverlapInMerge = JsonResponseHandler.mergeJsonStringsWithOverlap(mergedJsonString, result)
-                                        if not hasOverlapInMerge:
-                                            hasOverlap = False
-                                            logger.info(f"Iteration {iteration}: No overlap found in final fallback merge - stopping iterations")
-                                    result = mergedJsonString
-                                    # CRITICAL: Update lastRawResponse with merged result
-                                    lastRawResponse = mergedJsonString
-                                    
-                                    # If no overlap was found, mark as complete and use closed JSON
-                                    if not hasOverlap:
-                                        isComplete = True
-                                        # JSON is already closed by mergeJsonStringsWithOverlap when no overlap
-                                        # Try to parse it to get parsedJsonForUseCase
-                                        try:
-                                            extractedMerged = extractJsonString(result)
-                                            parsedMerged, parseError, _ = tryParseJson(extractedMerged)
-                                            if parseError is None and parsedMerged:
-                                                parsedJsonForUseCase = parsedMerged
-                                        except Exception:
-                                            pass  # Use string result if parsing fails
-                                    
-                                    # Try to parse the string-merged result
+                                if lastValidCompletePart:
                                     try:
-                                        extractedMerged = extractJsonString(result)
-                                        parsedMerged, parseError, _ = tryParseJson(extractedMerged)
-                                        if parseError is None and parsedMerged:
-                                            parsedJsonForUseCase = parsedMerged
+                                        extracted = extractJsonString(lastValidCompletePart)
+                                        parsed, parseErr, _ = tryParseJson(extracted)
+                                        if parseErr is None and parsed:
+                                            normalized = self._normalizeJsonStructure(parsed, useCase)
+                                            return json.dumps(normalized, indent=2, ensure_ascii=False)
                                     except Exception:
                                         pass
+                                    return lastValidCompletePart
+                                else:
+                                    # No valid fallback - return whatever we have
+                                    return jsonBase if jsonBase else ""
                             
-                            logger.info(f"Iteration {iteration}: Use case '{useCaseId}' - JSON is complete")
+                            # Not at max failures - retry with same prompt (jsonBase unchanged)
+                            if iterationOperationId:
+                                self.services.chat.progressLogUpdate(
+                                    iterationOperationId, 0.7, 
+                                    f"Merge failed ({mergeFailCount}/{MAX_MERGE_FAILS}), retrying"
+                                )
+                                self.services.chat.progressLogFinish(iterationOperationId, True)
+                            continue
+                        
+                        # MERGE SUCCEEDED - set candidate (don't update jsonBase yet!)
+                        candidateJson = mergedJsonString
+                        logger.debug(f"Iteration {iteration}: Merge succeeded, candidateJson ({len(candidateJson)} chars)")
                     
-                    logger.info(f"Iteration {iteration}: Use case '{useCaseId}' - returning JSON directly")
-                    if iterationOperationId:
-                        self.services.chat.progressLogFinish(iterationOperationId, True)
+                    # Try direct parse of candidate
+                    try:
+                        extracted = extractJsonString(candidateJson)
+                        parsed, parseErr, _ = tryParseJson(extracted)
+                        if parseErr is None and parsed:
+                            # Direct parse succeeded - FINISHED
+                            # Commit candidate to jsonBase
+                            jsonBase = candidateJson
+                            logger.info(f"Iteration {iteration}: Direct parse succeeded, JSON is complete")
+                            normalized = self._normalizeJsonStructure(parsed, useCase)
+                            result = json.dumps(normalized, indent=2, ensure_ascii=False)
+                            
+                            if iterationOperationId:
+                                self.services.chat.progressLogFinish(iterationOperationId, True)
+                            
+                            if not useCase.finalResultHandler:
+                                raise ValueError(
+                                    f"Use case '{useCaseId}' is missing required 'finalResultHandler' callback."
+                                )
+                            return useCase.finalResultHandler(
+                                result, normalized, extracted, debugPrefix, self.services
+                            )
+                    except Exception as e:
+                        logger.debug(f"Iteration {iteration}: Direct parse failed: {e}")
                     
-                    # Use callback to handle final result formatting and debug file writing (REQUIRED - no fallback)
-                    if not useCase.finalResultHandler:
-                        raise ValueError(
-                            f"Use case '{useCaseId}' is missing required 'finalResultHandler' callback. "
-                            "All use cases must provide a finalResultHandler function."
-                        )
-                    final_json = useCase.finalResultHandler(
-                        result, parsedJsonForUseCase, extractedJsonForUseCase, 
-                        debugPrefix, self.services
+                    # STEP 5: GET CONTEXTS (merge OK, parse failed = cut JSON)
+                    # Use candidateJson for context extraction
+                    contexts = getContexts(candidateJson)
+                    logger.debug(
+                        f"Iteration {iteration}: getContexts() -> "
+                        f"jsonParsingSuccess={contexts.jsonParsingSuccess}, "
+                        f"overlapContext={'\"\"' if not contexts.overlapContext else f'({len(contexts.overlapContext)} chars)'}"
                     )
                     
-                    return final_json
+                    # STEP 6: DECIDE based on jsonParsingSuccess and overlapContext
+                    if contexts.jsonParsingSuccess and contexts.overlapContext == "":
+                        # JSON is complete (no cut point) - FINISHED
+                        # Use completePart for final result (closed, repaired JSON)
+                        # No more merging needed, so we don't need the cut version
+                        jsonBase = contexts.completePart
+                        logger.info(f"Iteration {iteration}: jsonParsingSuccess=true, overlapContext='', JSON complete")
+                        
+                        # Store and parse completePart
+                        lastValidCompletePart = contexts.completePart
+                        
+                        try:
+                            extracted = extractJsonString(contexts.completePart)
+                            parsed, parseErr, _ = tryParseJson(extracted)
+                            if parseErr is None and parsed:
+                                normalized = self._normalizeJsonStructure(parsed, useCase)
+                                result = json.dumps(normalized, indent=2, ensure_ascii=False)
+                                
+                                if iterationOperationId:
+                                    self.services.chat.progressLogFinish(iterationOperationId, True)
+                                
+                                if not useCase.finalResultHandler:
+                                    raise ValueError(
+                                        f"Use case '{useCaseId}' is missing required 'finalResultHandler' callback."
+                                    )
+                                return useCase.finalResultHandler(
+                                    result, normalized, extracted, debugPrefix, self.services
+                                )
+                        except Exception as e:
+                            logger.warning(f"Iteration {iteration}: Failed to parse completePart: {e}")
+                        
+                        # Fallback: return completePart as-is
+                        if iterationOperationId:
+                            self.services.chat.progressLogFinish(iterationOperationId, True)
+                        return contexts.completePart
+                    
+                    elif contexts.jsonParsingSuccess and contexts.overlapContext != "":
+                        # JSON parseable but has cut point - CONTINUE to next iteration
+                        # CRITICAL: Use hierarchyContext (CUT json) as jsonBase for next merge!
+                        # - hierarchyContext = the truncated JSON at cut point (needed for overlap matching)
+                        # - completePart = closed JSON (for validation/fallback only)
+                        # The next AI fragment's overlap must match the CUT point, not closed structures
+                        jsonBase = contexts.hierarchyContext
+                        logger.info(
+                            f"Iteration {iteration}: jsonParsingSuccess=true, overlapContext not empty, "
+                            f"continuing iteration (jsonBase updated to hierarchyContext: {len(jsonBase)} chars)"
+                        )
+                        
+                        # Store valid completePart as fallback (different from jsonBase!)
+                        lastValidCompletePart = contexts.completePart
+                        
+                        # Reset fail counter on successful progress
+                        mergeFailCount = 0
+                        
+                        # Update lastRawResponse for continuation prompt building
+                        # Use the CUT version for prompt context as well
+                        lastRawResponse = jsonBase
+                        
+                        if iterationOperationId:
+                            self.services.chat.progressLogUpdate(iterationOperationId, 0.7, "JSON incomplete, requesting continuation")
+                            self.services.chat.progressLogFinish(iterationOperationId, True)
+                        continue
+                    
+                    else:
+                        # JSON not parseable after repair - repeat prompt, increment fails
+                        # Do NOT update jsonBase - keep previous valid state
+                        mergeFailCount += 1
+                        logger.warning(
+                            f"Iteration {iteration}: jsonParsingSuccess=false, "
+                            f"repeat prompt (fail {mergeFailCount}/{MAX_MERGE_FAILS})"
+                        )
+                        
+                        if mergeFailCount >= MAX_MERGE_FAILS:
+                            # Max failures reached - return last valid completePart
+                            logger.error(
+                                f"Iteration {iteration}: Max failures ({MAX_MERGE_FAILS}) reached, "
+                                "returning last valid completePart"
+                            )
+                            if iterationOperationId:
+                                self.services.chat.progressLogFinish(iterationOperationId, False)
+                            
+                            if lastValidCompletePart:
+                                try:
+                                    extracted = extractJsonString(lastValidCompletePart)
+                                    parsed, parseErr, _ = tryParseJson(extracted)
+                                    if parseErr is None and parsed:
+                                        normalized = self._normalizeJsonStructure(parsed, useCase)
+                                        return json.dumps(normalized, indent=2, ensure_ascii=False)
+                                except Exception:
+                                    pass
+                                return lastValidCompletePart
+                            else:
+                                return jsonBase if jsonBase else ""
+                        
+                        # Not at max - retry with same prompt
+                        # Do NOT update jsonBase or lastRawResponse - keep previous for retry
+                        if iterationOperationId:
+                            self.services.chat.progressLogUpdate(
+                                iterationOperationId, 0.7, 
+                                f"Parse failed ({mergeFailCount}/{MAX_MERGE_FAILS}), retrying"
+                            )
+                            self.services.chat.progressLogFinish(iterationOperationId, True)
+                        continue
                     
             except Exception as e:
                 logger.error(f"Error in AI call iteration {iteration}: {str(e)}")
@@ -510,9 +555,7 @@ class AiCallLooper:
         """
         if not jsonString or not jsonString.strip():
             return False
-        
-        from modules.shared.jsonUtils import stripCodeFences, normalizeJsonText
-        
+                
         # Normalize JSON string
         normalized = stripCodeFences(normalizeJsonText(jsonString)).strip()
         if not normalized:
@@ -587,14 +630,12 @@ class AiCallLooper:
         # - Ends with incomplete object property (e.g., {"key": "val)
         
         # If JSON parses successfully without closing, it's complete
-        from modules.shared.jsonUtils import tryParseJson
         parsed, parseErr, _ = tryParseJson(jsonContent)
         if parseErr is None:
             # Parses successfully - it's complete
             return False
         
         # If it doesn't parse, try closing it and see if that helps
-        from modules.shared.jsonUtils import closeJsonStructures
         closed = closeJsonStructures(jsonContent)
         parsedClosed, parseErrClosed, _ = tryParseJson(closed)
         
diff --git a/modules/shared/BUDGET_RENDERING_REQUIREMENT.md b/modules/shared/BUDGET_RENDERING_REQUIREMENT.md
deleted file mode 100644
index 6e9afc7d..00000000
--- a/modules/shared/BUDGET_RENDERING_REQUIREMENT.md
+++ /dev/null
@@ -1,169 +0,0 @@
-# Budget Rendering Requirement for JSON Continuation Context
-
-## Problem Statement
-When rendering the `hierarchyContextForPrompt` with budget constraints, we need to prioritize data near the cut point (where JSON was truncated) over data near the root. Currently, the implementation renders top-down (root → children), causing root-level data to consume budget before cut-level data gets rendered.
-
-## Requirement
-
-### Core Logic
-1. **Find the cut element**: Identify the element in the JSON structure where truncation occurred (the cut point).
-
-2. **Build path from cut to root**: Create an ordered list of nodes from the cut element back to the root element. The path should be: `[cut_element, parent_of_cut, grandparent_of_cut, ..., root]`.
-
-3. **Walk backwards from cut to root, consuming budget**:
-   - Start at the cut element
-   - Walk backwards along the path to root
-   - For each value node encountered on the path:
-     - If value size ≤ remaining budget: render full value and deduct budget
-     - If value size > remaining budget: render type hint (`<str>`, `<number>`, etc.) and **DO NOT** deduct budget (never let budget go below 0)
-     - If remaining budget < 50: set budget to 0 and enable "summary mode"
-
-4. **Summary mode (budget = 0)**:
-   - Continue walking towards root
-   - For elements on the **same level** as current position: render with type hints
-   - For elements on **higher levels** (closer to root): render only structure (keys/attributes) without values - just show the level hierarchy
-
-### Critical Constraints
-- **Never let budget go below 0**: If a value is bigger than remaining budget, use type hint instead of rendering data
-- **Budget allocation order**: Cut element → parent → grandparent → ... → root (bottom-up)
-- **Rendering order**: Can be top-down (root → children) for structure, but budget must be allocated bottom-up
-- **When budget < 50**: Set to 0 and enable summary mode immediately
-
-### Example Flow
-
-Given JSON structure (truncated at cut point):
-```json
-{
-  "document": {
-    "metadata": {
-      "title": "My Document",
-      "author": "John Doe",
-      "version": 1
-    },
-    "sections": [
-      {
-        "id": "section1",
-        "title": "Introduction",
-        "content": "This is the introduction content..."
-      },
-      {
-        "id": "section2",
-        "title": "Main Content",
-        "content": "This is a very long content that gets cut right here in the middle of this sentence and the JSON is truncated..."
-```
-
-**Cut point**: The JSON is truncated in the middle of `sections[1].content` value.
-
-**Path from cut to root**: 
-```
-[
-  sections[1].content (value - CUT ELEMENT),
-  sections[1].content (key-value pair),
-  sections[1] (object),
-  sections (array),
-  document (object),
-  root (object)
-]
-```
-
-**Budget allocation order (walking backwards from cut → root)**:
-
-1. **`sections[1].content` (value)** - CUT ELEMENT
-   - Check: value size = 120 chars, budget = 500
-   - Action: Render full value "This is a very long content that gets cut right here in the middle of this sentence and the JSON is truncated..."
-   - Deduct: 120 chars from budget → remaining = 380
-
-2. **`sections[1]` (object)** - Parent of cut
-   - Action: Render structure only (no budget needed for `{`, `}`, keys)
-   - Render: `"id": "section2", "title": "Main Content", "content": <already rendered>`
-
-3. **`sections` (array)** - Grandparent
-   - Action: Render structure only
-   - Render: `[<section1>, <section2>]` where section2 already has content rendered
-
-4. **`document` (object)** - Great-grandparent
-   - Action: Render structure only
-   - Render: `"metadata": {...}, "sections": <already rendered>`
-
-5. **`root` (object)** - Root
-   - Action: Render structure only
-   - Render: `{"document": <already rendered>}`
-
-**If budget becomes 0 during step 1** (e.g., value size = 600, budget = 500):
-- `sections[1].content` gets type hint `<str>` (value too big, don't deduct budget)
-- Budget remains 500, but if < 50, set to 0 and enable summary mode
-- Continue to root with summary mode:
-  - **Same level elements** (e.g., `sections[1].id`, `sections[1].title`): type hints (`<str>`)
-  - **Higher level elements** (e.g., `sections[0]`, `metadata`): structure only (keys, braces, no values)
-
-**Expected output with budget = 500** (sufficient budget):
-```json
-{
-  "document": {
-    "metadata": {
-      "title": "My Document",
-      "author": "John Doe",
-      "version": 1
-    },
-    "sections": [
-      {
-        "id": "section1",
-        "title": "Introduction",
-        "content": "This is the introduction content..."
-      },
-      {
-        "id": "section2",
-        "title": "Main Content",
-        "content": "This is a very long content that gets cut right here in the middle of this sentence and the JSON is truncated..."
-```
-*All values rendered because budget is sufficient.*
-
-**Expected output if ONE value is too big and budget running out** (budget = 100, cut value = 120):
-```json
-{
-  "document": {
-    "metadata": <object>>,
-    "sections": [
-      {
-        "id": "section1",
-        "title": "Introduction",
-        "content": "This is the introduction content..."
-      },
-      {
-        "id": "section2",
-        "title": <str>,
-        "content": "This is a very long content that gets cut right here in the middle of this sentence and the JSON is truncated..."
-```
-
-
-
-**Key Points:**
-- **Single value too big**: Only that value gets type hint, continue rendering other data
-- **Budget > 0**: Render side paths (siblings, other branches) as long as budget allows
-- **Budget = 0**: Stop rendering side paths, only render path from cut element to root (structure only for higher levels, type hints for same level)
-
-## Current Implementation Issues
-
-The current implementation in `jsonContinuation.py`:
-- Pre-allocates budget to path elements before rendering
-- But rendering still happens top-down, so root elements consume budget first
-- Path elements check for pre-allocated budget, but non-path elements also consume budget during top-down rendering
-
-## Expected Behavior
-
-**Before budget runs out:**
-- Cut element and path to root: full values rendered
-- Other elements: full values if budget allows
-
-**After budget < 50 (summary mode):**
-- Cut element and path to root: full values (if budget was allocated)
-- Same level elements: type hints (`<str>`, `<object>`, etc.)
-- Higher level elements: structure only (keys, braces, brackets - no values)
-
-## Implementation Notes
-
-- The path should be built using `_findPathToRoot()` which walks from root to find cut element
-- Budget should be consumed during a separate pass that walks the path (cut → root)
-- During rendering, path elements should check if they have pre-allocated budget
-- Non-path elements should only consume leftover budget after path elements are processed
-- Structure elements (objects, arrays) don't consume budget - only values do
diff --git a/modules/shared/_fixes.py b/modules/shared/_fixes.py
deleted file mode 100644
index 35843533..00000000
--- a/modules/shared/_fixes.py
+++ /dev/null
@@ -1,305 +0,0 @@
-"""
-FINAL CORRECTED _renderWithBudgetFromStructure - Version 3
-
-This file contains the CORRECT implementation that should REPLACE
-the existing methods in jsonContinuation.py
-
-KEY BEHAVIOR:
-1. Budget is allocated from CUT → ROOT (not top-down)
-2. Cut-near values get priority
-3. When budget < 50: summary_mode enabled, non-path containers → <object>/<array>
-4. Path containers always render their structure
-
-COPY THESE METHODS INTO YOUR JsonAnalyzer CLASS:
-- _renderWithBudgetFromStructure (REPLACE existing)
-- _buildPathFromCutToRootV3 (ADD)
-- _collectAllValuesWithDistance (ADD)
-- _renderNodeV3 (ADD)
-- _renderObjectV3 (ADD)
-- _renderArrayV3 (ADD)
-- _renderValueV3 (ADD)
-"""
-
-from typing import List, Set
-from dataclasses import dataclass, field
-
-
-@dataclass
-class BudgetAllocation:
-    """Tracks which nodes have been allocated budget"""
-    allocated_node_ids: Set[int] = field(default_factory=set)
-    path_node_ids: Set[int] = field(default_factory=set)
-    summary_mode: bool = False
-
-
-# =============================================================================
-# METHODS TO COPY INTO JsonAnalyzer CLASS
-# =============================================================================
-
-def _renderWithBudgetFromStructure(self, structure: dict, cutPos: int) -> str:
-    """
-    Render structure with budget logic - allocate from CUT to ROOT.
-    
-    ALGORITHM:
-    
-    Phase 1: Build path from cut to root
-    - Find the cut element (truncated value or deepest incomplete node)
-    - Build ordered path: [cut_element, parent, grandparent, ..., root]
-    
-    Phase 2: Allocate budget
-    - Collect ALL value nodes with their distance to cut
-    - Sort by distance (smaller = closer to cut = higher priority)
-    - Allocate budget to values in this order
-    - When budget < 50: enable summary_mode (affects containers only)
-    
-    Phase 3: Render
-    - PATH containers: always render structure
-    - NON-PATH containers in summary_mode: render as <object>/<array>
-    - Values: render if allocated, else type hint
-    
-    Returns:
-        Rendered JSON string with budget constraints applied
-    """
-    # Phase 1: Build path from cut to root
-    pathFromCutToRoot = []
-    self._buildPathFromCutToRootV3(structure, cutPos, [], pathFromCutToRoot)
-    
-    pathNodeIds = set(id(node) for node in pathFromCutToRoot)
-    
-    # Phase 2: Collect ALL values and allocate budget
-    allValues = []
-    self._collectAllValuesWithDistance(structure, cutPos, allValues)
-    
-    # Sort by distance (smaller = closer to cut = higher priority)
-    allValues.sort(key=lambda x: x['distance'])
-    
-    # Initialize allocation tracker
-    allocation = BudgetAllocation(
-        path_node_ids=pathNodeIds,
-        allocated_node_ids=set(),
-        summary_mode=False
-    )
-    
-    remainingBudget = self.budgetLimit
-    
-    # Phase 2a: Allocate PATH values first (truncated values are always rendered)
-    pathValues = [item for item in allValues if id(item['node']) in pathNodeIds]
-    for item in pathValues:
-        node = item['node']
-        nodeType = node.get('type')
-        
-        if nodeType == 'truncated_value':
-            allocation.allocated_node_ids.add(id(node))
-            continue
-        
-        if nodeType != 'value':
-            continue
-        
-        rawValue = node.get('raw', '')
-        valueSize = len(rawValue)
-        
-        if valueSize <= remainingBudget:
-            allocation.allocated_node_ids.add(id(node))
-            remainingBudget -= valueSize
-            
-            if remainingBudget < 50:
-                allocation.summary_mode = True
-    
-    # Phase 2b: Allocate NON-PATH values (skip if path already triggered summary mode)
-    if not allocation.summary_mode:
-        nonPathValues = [item for item in allValues if id(item['node']) not in pathNodeIds]
-        for item in nonPathValues:
-            node = item['node']
-            nodeType = node.get('type')
-            
-            if nodeType != 'value':
-                continue
-            
-            rawValue = node.get('raw', '')
-            valueSize = len(rawValue)
-            
-            if valueSize <= remainingBudget:
-                allocation.allocated_node_ids.add(id(node))
-                remainingBudget -= valueSize
-                
-                if remainingBudget < 50 and not allocation.summary_mode:
-                    allocation.summary_mode = True
-    
-    # Phase 3: Render with allocation info
-    return self._renderNodeV3(structure, 0, allocation)
-
-
-def _buildPathFromCutToRootV3(self, node: dict, cutPos: int, currentPath: list, resultPath: list) -> bool:
-    """
-    Recursively find the path from root to cut element, then reverse it.
-    Result path is ordered: [cut_element, parent, ..., root]
-    """
-    nodeType = node.get('type')
-    startPos = node.get('start_pos', 0)
-    endPos = node.get('end_pos', cutPos + 1)
-    
-    pathWithCurrent = currentPath + [node]
-    
-    for child in node.get('children', []):
-        if self._buildPathFromCutToRootV3(child, cutPos, pathWithCurrent, resultPath):
-            return True
-    
-    if nodeType == 'truncated_value':
-        resultPath.clear()
-        resultPath.extend(reversed(pathWithCurrent))
-        return True
-    
-    if nodeType == 'value' and startPos <= cutPos <= endPos:
-        resultPath.clear()
-        resultPath.extend(reversed(pathWithCurrent))
-        return True
-    
-    if nodeType in ('object', 'array') and not node.get('complete') and startPos <= cutPos:
-        resultPath.clear()
-        resultPath.extend(reversed(pathWithCurrent))
-        return True
-    
-    if nodeType == 'root' and not resultPath:
-        resultPath.clear()
-        resultPath.extend(reversed(pathWithCurrent))
-        return True
-    
-    return False
-
-
-def _collectAllValuesWithDistance(self, node: dict, cutPos: int, result: list, depth: int = 0):
-    """Collect ALL value nodes with their distance to cut point."""
-    nodeType = node.get('type')
-    
-    if nodeType in ('value', 'truncated_value'):
-        endPos = node.get('end_pos', cutPos)
-        distance = cutPos - endPos
-        result.append({
-            'node': node,
-            'distance': distance,
-            'depth': depth
-        })
-    
-    for child in node.get('children', []):
-        self._collectAllValuesWithDistance(child, cutPos, result, depth + 1)
-
-
-def _renderNodeV3(self, node: dict, depth: int, allocation) -> str:
-    """Render a node with budget allocation info."""
-    nodeType = node.get('type')
-    
-    if nodeType == 'root':
-        parts = []
-        for child in node.get('children', []):
-            parts.append(self._renderNodeV3(child, depth, allocation))
-        return '\n'.join(parts)
-    
-    elif nodeType == 'object':
-        return self._renderObjectV3(node, depth, allocation)
-    
-    elif nodeType == 'array':
-        return self._renderArrayV3(node, depth, allocation)
-    
-    elif nodeType == 'value':
-        return self._renderValueV3(node, depth, allocation)
-    
-    elif nodeType == 'truncated_value':
-        keyPrefix = f'"{node.get("key")}": ' if node.get('key') else ''
-        return f"{keyPrefix}{node.get('raw', '')}"
-    
-    return ''
-
-
-def _renderObjectV3(self, node: dict, depth: int, allocation) -> str:
-    """Render object - summary mode non-path objects become <object>."""
-    indentStr = "  " * depth
-    innerIndent = "  " * (depth + 1)
-    
-    keyPrefix = f'"{node.get("key")}": ' if node.get('key') else ''
-    children = node.get('children', [])
-    isOnPath = id(node) in allocation.path_node_ids
-    
-    if allocation.summary_mode and not isOnPath:
-        return f"{keyPrefix}<object>"
-    
-    if not children:
-        return f"{keyPrefix}{{}}" if node.get('complete') else f"{keyPrefix}{{"
-    
-    parts = [f"{keyPrefix}{{"]
-    
-    for i, child in enumerate(children):
-        childRendered = self._renderNodeV3(child, depth + 1, allocation)
-        isLast = (i == len(children) - 1)
-        isTruncated = child.get('type') == 'truncated_value'
-        
-        if isLast or isTruncated:
-            parts.append(f"{innerIndent}{childRendered}")
-        else:
-            parts.append(f"{innerIndent}{childRendered},")
-    
-    if node.get('complete'):
-        parts.append(f"{indentStr}}}")
-    
-    return '\n'.join(parts)
-
-
-def _renderArrayV3(self, node: dict, depth: int, allocation) -> str:
-    """Render array - summary mode non-path arrays become <array>."""
-    indentStr = "  " * depth
-    innerIndent = "  " * (depth + 1)
-    
-    keyPrefix = f'"{node.get("key")}": ' if node.get('key') else ''
-    children = node.get('children', [])
-    isOnPath = id(node) in allocation.path_node_ids
-    
-    if allocation.summary_mode and not isOnPath:
-        return f"{keyPrefix}<array>"
-    
-    if not children:
-        return f"{keyPrefix}[]" if node.get('complete') else f"{keyPrefix}["
-    
-    parts = [f"{keyPrefix}["]
-    
-    for i, child in enumerate(children):
-        childRendered = self._renderNodeV3(child, depth + 1, allocation)
-        isLast = (i == len(children) - 1)
-        isTruncated = child.get('type') == 'truncated_value'
-        
-        if isLast or isTruncated:
-            parts.append(f"{innerIndent}{childRendered}")
-        else:
-            parts.append(f"{innerIndent}{childRendered},")
-    
-    if node.get('complete'):
-        parts.append(f"{indentStr}]")
-    
-    return '\n'.join(parts)
-
-
-def _renderValueV3(self, node: dict, depth: int, allocation) -> str:
-    """Render value - if allocated render full, else type hint."""
-    keyPrefix = f'"{node.get("key")}": ' if node.get('key') else ''
-    rawValue = node.get('raw', '""')
-    valueType = node.get('value_type', 'string')
-    
-    typeHints = {
-        'string': '<str>',
-        'number': '<number>',
-        'boolean': '<boolean>',
-        'null': '<null>'
-    }
-    typeHint = typeHints.get(valueType, '<value>')
-    
-    if id(node) in allocation.allocated_node_ids:
-        return f"{keyPrefix}{rawValue}"
-    else:
-        return f"{keyPrefix}{typeHint}"
-
-
-# =============================================================================
-# ALSO ADD THIS IMPORT AT THE TOP OF YOUR FILE
-# =============================================================================
-# from dataclasses import dataclass, field
-# from typing import Set
-
-# And add the BudgetAllocation class inside your file or as a nested class
\ No newline at end of file
diff --git a/modules/shared/_safety_copy_jsonContinuation.py b/modules/shared/_safety_copy_jsonContinuation.py
deleted file mode 100644
index 38ce0045..00000000
--- a/modules/shared/_safety_copy_jsonContinuation.py
+++ /dev/null
@@ -1,1410 +0,0 @@
-"""
-JSON Continuation Context Module
-
-Generiert drei Kontexte für abgeschnittene JSON-Strings:
-1. Overlap Context: Das innerste Objekt/Array-Element, das den Cut-Punkt enthält
-2. Hierarchy Context: Die hierarchische Struktur vom Root bis zum Cut mit Budget-Logik
-3. Complete Part: Der vollständige Teil des JSONs mit allen Strukturen geschlossen
-
-Hauptfunktionen:
-- extractContinuationContexts(truncatedJson: str) -> Tuple[str, str, str]
-  Extrahiert alle drei Kontexte aus einem abgeschnittenen JSON-String.
-  
-- getContexts(truncatedJson: str) -> JsonContinuationContexts
-  Gibt alle Kontexte als Pydantic-Modell zurück mit benannten Feldern.
-
-Modulkonstanten:
-- BUDGET_LIMIT: int = 500
-  Zeichen-Budget für vollständige Datenwerte im Hierarchy Context
-  
-- OVERLAP_MAX_CHARS: int = 1000
-  Maximale Zeichen für den Overlap Context
-
-Verwendung:
-    >>> from modules.shared.jsonContinuation import getContexts
-    >>> jsonStr = '{"users": [{"name": "John", "bio": "Hello Wor'
-    >>> contexts = getContexts(jsonStr)
-    >>> print(contexts.overlapContext)
-    >>> print(contexts.hierarchyContext)
-    >>> print(contexts.completePart)
-
-Autor: Claude
-Version: 2.0
-"""
-
-from typing import Tuple, List, Optional, Any
-from dataclasses import dataclass
-from enum import Enum
-from modules.datamodels.datamodelAi import JsonContinuationContexts
-
-
-# =============================================================================
-# MODULE CONSTANTS
-# =============================================================================
-
-BUDGET_LIMIT: int = 500
-"""Zeichen-Budget für vollständige Datenwerte im Hierarchy Context"""
-
-OVERLAP_MAX_CHARS: int = 1000
-"""Maximale Zeichen für den Overlap Context"""
-
-
-# =============================================================================
-# TOKEN TYPES AND DATA CLASSES
-# =============================================================================
-
-
-class TokenType(Enum):
-    """JSON Token Types"""
-    OBJECT_START = "{"
-    OBJECT_END = "}"
-    ARRAY_START = "["
-    ARRAY_END = "]"
-    STRING = "string"
-    NUMBER = "number"
-    BOOLEAN = "boolean"
-    NULL = "null"
-    COLON = ":"
-    COMMA = ","
-    KEY = "key"
-    EOF = "eof"
-    TRUNCATED = "truncated"
-
-
-@dataclass
-class Token:
-    """Represents a JSON token with position info"""
-    type: TokenType
-    value: Any
-    start_pos: int
-    end_pos: int
-    raw: str  # Original string representation
-
-
-@dataclass
-class StackFrame:
-    """Represents a level in the JSON hierarchy"""
-    type: str  # "object" or "array"
-    start_pos: int
-    key: Optional[str] = None  # Current key for objects
-    index: int = 0  # Current index for arrays
-    content: str = ""  # Accumulated content for this frame
-    keys_seen: List[str] = None  # Keys seen in this object
-    
-    def __post_init__(self):
-        if self.keys_seen is None:
-            self.keys_seen = []
-
-
-class JsonTokenizer:
-    """Tokenizer for potentially truncated JSON strings"""
-    
-    def __init__(self, jsonStr: str):
-        self.jsonStr = jsonStr
-        self.pos = 0
-        self.length = len(jsonStr)
-    
-    def skipWhitespace(self):
-        """Skip whitespace characters"""
-        while self.pos < self.length and self.jsonStr[self.pos] in ' \t\n\r':
-            self.pos += 1
-    
-    def peek(self) -> Optional[str]:
-        """Peek at current character without consuming"""
-        if self.pos < self.length:
-            return self.jsonStr[self.pos]
-        return None
-    
-    def readString(self) -> Token:
-        """Read a JSON string token"""
-        start_pos = self.pos
-        self.pos += 1  # Skip opening quote
-        
-        escaped = False
-        while self.pos < self.length:
-            char = self.jsonStr[self.pos]
-            if escaped:
-                escaped = False
-                self.pos += 1
-            elif char == '\\':
-                escaped = True
-                self.pos += 1
-            elif char == '"':
-                self.pos += 1
-                raw = self.jsonStr[start_pos:self.pos]
-                try:
-                    # Try to decode the string value
-                    value = raw[1:-1]  # Remove quotes for value
-                except:
-                    value = raw
-                return Token(TokenType.STRING, value, start_pos, self.pos, raw)
-            else:
-                self.pos += 1
-        
-        # String was truncated
-        raw = self.jsonStr[start_pos:self.pos]
-        return Token(TokenType.TRUNCATED, raw[1:] if len(raw) > 1 else "", start_pos, self.pos, raw)
-    
-    def readNumber(self) -> Token:
-        """Read a JSON number token"""
-        start_pos = self.pos
-        
-        # Handle negative
-        if self.pos < self.length and self.jsonStr[self.pos] == '-':
-            self.pos += 1
-        
-        # Read digits
-        while self.pos < self.length and self.jsonStr[self.pos].isdigit():
-            self.pos += 1
-        
-        # Decimal part
-        if self.pos < self.length and self.jsonStr[self.pos] == '.':
-            self.pos += 1
-            while self.pos < self.length and self.jsonStr[self.pos].isdigit():
-                self.pos += 1
-        
-        # Exponent
-        if self.pos < self.length and self.jsonStr[self.pos] in 'eE':
-            self.pos += 1
-            if self.pos < self.length and self.jsonStr[self.pos] in '+-':
-                self.pos += 1
-            while self.pos < self.length and self.jsonStr[self.pos].isdigit():
-                self.pos += 1
-        
-        raw = self.jsonStr[start_pos:self.pos]
-        try:
-            value = float(raw) if '.' in raw or 'e' in raw.lower() else int(raw)
-        except ValueError:
-            value = raw
-        
-        return Token(TokenType.NUMBER, value, start_pos, self.pos, raw)
-    
-    def readKeyword(self) -> Token:
-        """Read true, false, or null"""
-        start_pos = self.pos
-        
-        for keyword, token_type in [('true', TokenType.BOOLEAN), 
-                                     ('false', TokenType.BOOLEAN), 
-                                     ('null', TokenType.NULL)]:
-            if self.jsonStr[self.pos:].startswith(keyword):
-                self.pos += len(keyword)
-                value = True if keyword == 'true' else (False if keyword == 'false' else None)
-                return Token(token_type, value, start_pos, self.pos, keyword)
-        
-        # Partial keyword (truncated)
-        while self.pos < self.length and self.jsonStr[self.pos].isalpha():
-            self.pos += 1
-        raw = self.jsonStr[start_pos:self.pos]
-        return Token(TokenType.TRUNCATED, raw, start_pos, self.pos, raw)
-    
-    def nextToken(self) -> Token:
-        """Get the next token"""
-        self.skipWhitespace()
-        
-        if self.pos >= self.length:
-            return Token(TokenType.EOF, None, self.pos, self.pos, "")
-        
-        char = self.jsonStr[self.pos]
-        startPos = self.pos
-        
-        if char == '{':
-            self.pos += 1
-            return Token(TokenType.OBJECT_START, '{', startPos, self.pos, '{')
-        elif char == '}':
-            self.pos += 1
-            return Token(TokenType.OBJECT_END, '}', startPos, self.pos, '}')
-        elif char == '[':
-            self.pos += 1
-            return Token(TokenType.ARRAY_START, '[', startPos, self.pos, '[')
-        elif char == ']':
-            self.pos += 1
-            return Token(TokenType.ARRAY_END, ']', startPos, self.pos, ']')
-        elif char == ':':
-            self.pos += 1
-            return Token(TokenType.COLON, ':', startPos, self.pos, ':')
-        elif char == ',':
-            self.pos += 1
-            return Token(TokenType.COMMA, ',', startPos, self.pos, ',')
-        elif char == '"':
-            return self.readString()
-        elif char == '-' or char.isdigit():
-            return self.readNumber()
-        elif char.isalpha():
-            return self.readKeyword()
-        else:
-            # Unknown character, treat as truncated
-            self.pos += 1
-            return Token(TokenType.TRUNCATED, char, startPos, self.pos, char)
-
-
-@dataclass
-class HierarchyLevel:
-    """Represents one level in the parsed hierarchy"""
-    type: str  # "object" or "array"
-    start_pos: int
-    end_pos: int  # -1 if not closed
-    key: Optional[str]  # Key if this is a value in an object
-    index: Optional[int]  # Index if this is in an array
-    content: dict  # Parsed content at this level
-    raw_start: str  # Raw string from start to children
-    children_content: List[Any]  # For arrays: list of parsed elements
-
-
-def getJsonContinuationContext(
-    truncatedJson: str,
-    budgetLimit: Optional[int] = None,
-    overlapMaxChars: Optional[int] = None
-) -> Tuple[str, str, str]:
-    """
-    Generate continuation contexts for a truncated JSON string.
-    
-    Generiert drei Kontexte für abgeschnittene JSON-Strings:
-    1. Overlap Context: Das innerste Objekt/Array-Element, das den Cut-Punkt enthält
-    2. Hierarchy Context: Die hierarchische Struktur vom Root bis zum Cut mit Budget-Logik
-    3. Complete Part: Der vollständige Teil des JSONs mit allen Strukturen geschlossen
-    
-    Args:
-        truncatedJson: The truncated JSON string
-        budgetLimit: Character budget for data values in hierarchy context (uses BUDGET_LIMIT if None)
-        overlapMaxChars: Maximum characters for overlap context (uses OVERLAP_MAX_CHARS if None)
-    
-    Returns:
-        Tuple of (overlapContext, hierarchyContext, completePart):
-        - overlapContext: The innermost object/element containing the cut (for merging)
-        - hierarchyContext: Full structure from root to cut with budget-limited values
-        - completePart: Valid JSON with all structures properly closed
-    """
-    if budgetLimit is None:
-        budgetLimit = BUDGET_LIMIT
-    if overlapMaxChars is None:
-        overlapMaxChars = OVERLAP_MAX_CHARS
-    
-    analyzer = JsonAnalyzer(truncatedJson, budgetLimit, overlapMaxChars)
-    return analyzer.analyze()
-
-
-class JsonAnalyzer:
-    """
-    Analyzes truncated JSON and generates continuation contexts.
-    
-    Generates three contexts for truncated JSON strings:
-    1. Overlap Context: The innermost object/array element containing the cut point
-    2. Hierarchy Context: The hierarchical structure from root to cut with budget logic
-    3. Complete Part: The complete part of the JSON with all structures properly closed
-    """
-    
-    def __init__(self, jsonStr: str, budgetLimit: Optional[int] = None, overlapMaxChars: Optional[int] = None):
-        self.jsonStr = jsonStr
-        self.budgetLimit = budgetLimit if budgetLimit is not None else BUDGET_LIMIT
-        self.overlapMaxChars = overlapMaxChars if overlapMaxChars is not None else OVERLAP_MAX_CHARS
-        self.stack: List[StackFrame] = []
-        self.hierarchy: List[dict] = []  # Parsed hierarchy info
-    
-    def analyze(self) -> Tuple[str, str, str]:
-        """
-        Analyze the truncated JSON and return all three contexts.
-        
-        Returns:
-            Tuple of (overlapContext, hierarchyContext, completePart)
-        """
-        # Parse and track the structure
-        self._parseStructure()
-        
-        # Generate overlap context
-        overlapContext = self._generateOverlapContext()
-        
-        # Generate hierarchy context (use improved version)
-        hierarchyContext = self._renderWithBudgetV2()
-        
-        # Generate complete part (JSON with all structures closed)
-        completePart = self._generateCompletePart()
-        
-        return overlapContext, hierarchyContext, completePart
-    
-    def _generateCompletePart(self) -> str:
-        """
-        Generate the complete part of the JSON with all structures properly closed.
-        
-        This creates valid JSON by closing all open strings, brackets/braces.
-        Unvollständige Keys werden entfernt, damit das Ergebnis valides JSON ist.
-        Unvollständige Keywords (true, false, null) werden vervollständigt.
-        
-        Strategy:
-        1. Take the full truncated JSON
-        2. If we're in the middle of a string, close it
-        3. Complete incomplete keywords (tr → true, f → false, n → null)
-        4. Remove incomplete key-value pairs (keys without values)
-        5. Close all open brackets/braces
-        """
-        result = self.jsonStr.rstrip()
-        
-        # Remove trailing comma if present (after stripping)
-        if result.endswith(','):
-            result = result[:-1]
-        
-        # Check if we need to close an open string
-        stringClosing = self._getStringClosing(result)
-        result += stringClosing
-        
-        # Complete incomplete keywords (true, false, null)
-        result = self._completeIncompleteKeywords(result)
-        
-        # Check if we're in the middle of a key (after colon)
-        # If string was just closed and we're after a colon with no value, remove the key
-        result = self._cleanIncompleteKeyValue(result)
-        
-        # Close all open structures
-        closingBrackets = self._getClosingBrackets(result)
-        
-        return result + closingBrackets
-    
-    def _getStringClosing(self, jsonStr: str) -> str:
-        """Check if there's an unclosed string and return closing quote if needed."""
-        in_string = False
-        escaped = False
-        
-        for char in jsonStr:
-            if escaped:
-                escaped = False
-                continue
-            
-            if char == '\\' and in_string:
-                escaped = True
-                continue
-            
-            if char == '"':
-                in_string = not in_string
-        
-        return '"' if in_string else ""
-    
-    def _cleanIncompleteKeyValue(self, jsonStr: str) -> str:
-        """
-        Clean up incomplete key-value pairs.
-        Handles cases like:
-        - {"key": "incompl  -> keep (valid truncated value)
-        - {"key":           -> remove key
-        - {"a": 1, "key     -> remove incomplete key (was in middle of key name)
-        """
-        stripped = jsonStr.rstrip()
-        
-        # Pattern: ends with colon (possibly with whitespace) - incomplete value
-        if stripped.endswith(':'):
-            # Find the start of this key and remove the whole key-value
-            return self._removeLastKey(stripped)
-        
-        # Check if we just closed a string that was an incomplete key
-        # Pattern: ..., "something" or { "something" where something has no colon after
-        # This happens when we close a truncated key name like "add" -> "add"
-        if stripped.endswith('"'):
-            # Look for the pattern: comma/bracket + whitespace + "string"
-            # and check if this was supposed to be a key
-            if self._isIncompleteKey(stripped):
-                return self._removeLastKey(stripped)
-        
-        return jsonStr
-    
-    def _completeIncompleteKeywords(self, jsonStr: str) -> str:
-        """
-        Complete incomplete JSON keywords at the end of the string.
-        
-        Checks the last element for incomplete keywords after colon:
-        - ": t*" or ": f*" or ": n*" -> complete to true/false/null
-        - ": " or ":" (without keyword) -> set to null
-        """
-        result = jsonStr.rstrip()
-        
-        # Find the last colon (not in string)
-        in_string = False
-        escaped = False
-        last_colon_pos = -1
-        
-        for i in range(len(result) - 1, -1, -1):
-            char = result[i]
-            
-            if escaped:
-                escaped = False
-                continue
-            
-            if char == '\\' and in_string:
-                escaped = True
-                continue
-            
-            if char == '"':
-                in_string = not in_string
-                continue
-            
-            if not in_string and char == ':':
-                last_colon_pos = i
-                break
-        
-        if last_colon_pos < 0:
-            return result
-        
-        # Get text after the last colon
-        after_colon = result[last_colon_pos + 1:].strip()
-        
-        # Check for incomplete keyword patterns
-        if after_colon.startswith('t') or after_colon.startswith('T'):
-            # Incomplete true
-            keyword_start = last_colon_pos + 1
-            # Skip whitespace
-            while keyword_start < len(result) and result[keyword_start] in ' \t\n\r':
-                keyword_start += 1
-            # Remove partial keyword
-            keyword_end = keyword_start + 1
-            while keyword_end < len(result) and result[keyword_end].isalpha():
-                keyword_end += 1
-            return result[:keyword_start] + 'true' + result[keyword_end:]
-        
-        elif after_colon.startswith('f') or after_colon.startswith('F'):
-            # Incomplete false
-            keyword_start = last_colon_pos + 1
-            while keyword_start < len(result) and result[keyword_start] in ' \t\n\r':
-                keyword_start += 1
-            keyword_end = keyword_start + 1
-            while keyword_end < len(result) and result[keyword_end].isalpha():
-                keyword_end += 1
-            return result[:keyword_start] + 'false' + result[keyword_end:]
-        
-        elif after_colon.startswith('n') or after_colon.startswith('N'):
-            # Incomplete null
-            keyword_start = last_colon_pos + 1
-            while keyword_start < len(result) and result[keyword_start] in ' \t\n\r':
-                keyword_start += 1
-            keyword_end = keyword_start + 1
-            while keyword_end < len(result) and result[keyword_end].isalpha():
-                keyword_end += 1
-            return result[:keyword_start] + 'null' + result[keyword_end:]
-        
-        elif not after_colon or after_colon == '':
-            # No keyword after colon -> set to null
-            return result + 'null'
-        
-        return result
-    
-    def _isIncompleteKey(self, jsonStr: str) -> bool:
-        """
-        Check if the last string in the JSON is an incomplete key in an object.
-        This happens when truncation occurred in the middle of a key name.
-        Only applies to objects, not arrays.
-        """
-        # Find the last complete string
-        pos = len(jsonStr) - 1
-        if jsonStr[pos] != '"':
-            return False
-        
-        # Find the opening quote of this string
-        stringStart = pos - 1
-        while stringStart >= 0:
-            if jsonStr[stringStart] == '"':
-                # Check it's not escaped
-                numBackslashes = 0
-                checkPos = stringStart - 1
-                while checkPos >= 0 and jsonStr[checkPos] == '\\':
-                    numBackslashes += 1
-                    checkPos -= 1
-                if numBackslashes % 2 == 0:
-                    break
-            stringStart -= 1
-        
-        if stringStart < 0:
-            return False
-        
-        # Now stringStart points to opening quote
-        # Check what's before it (skip whitespace)
-        beforePos = stringStart - 1
-        while beforePos >= 0 and jsonStr[beforePos] in ' \t\n\r':
-            beforePos -= 1
-        
-        if beforePos < 0:
-            return False
-        
-        # For this to be an incomplete key, it must be preceded by { or ,
-        # AND we must be inside an object (not an array)
-        if jsonStr[beforePos] not in ',{':
-            return False
-        
-        # Now check if we're in an object context (not array)
-        # Count open braces/brackets to determine context
-        braceCount = 0
-        bracketCount = 0
-        inString = False
-        
-        for i in range(beforePos + 1):
-            char = jsonStr[i]
-            if char == '"' and (i == 0 or jsonStr[i-1] != '\\'):
-                inString = not inString
-            elif not inString:
-                if char == '{':
-                    braceCount += 1
-                elif char == '}':
-                    braceCount -= 1
-                elif char == '[':
-                    bracketCount += 1
-                elif char == ']':
-                    bracketCount -= 1
-        
-        # If we have more open braces than brackets at this point,
-        # we're in an object context
-        # Actually, we need to check the innermost container
-        # Let's track the stack properly
-        stack = []
-        inString = False
-        
-        for i in range(beforePos + 1):
-            char = jsonStr[i]
-            if char == '"' and (i == 0 or jsonStr[i-1] != '\\'):
-                inString = not inString
-            elif not inString:
-                if char == '{':
-                    stack.append('object')
-                elif char == '[':
-                    stack.append('array')
-                elif char == '}':
-                    if stack and stack[-1] == 'object':
-                        stack.pop()
-                elif char == ']':
-                    if stack and stack[-1] == 'array':
-                        stack.pop()
-        
-        # If innermost container is an object, this is an incomplete key
-        return len(stack) > 0 and stack[-1] == 'object'
-    
-    def _removeLastKey(self, jsonStr: str) -> str:
-        """Remove the last incomplete key-value pair from the JSON string."""
-        stripped = jsonStr.rstrip()
-        
-        # Find the last comma or opening bracket before the incomplete key
-        pos = len(stripped) - 1
-        
-        # Skip past the current string/key
-        in_string = False
-        while pos >= 0:
-            char = stripped[pos]
-            if char == '"' and (pos == 0 or stripped[pos-1] != '\\'):
-                in_string = not in_string
-            if not in_string and char in ',{':
-                break
-            pos -= 1
-        
-        if pos < 0:
-            return stripped
-        
-        if stripped[pos] == ',':
-            # Remove from comma onwards
-            return stripped[:pos]
-        elif stripped[pos] == '{':
-            # Keep the opening brace
-            return stripped[:pos+1]
-        
-        return stripped
-    
-    def _findLastCompletePosition(self) -> int:
-        """Find the position of the last complete value in the JSON."""
-        tokenizer = JsonTokenizer(self.jsonStr)
-        last_complete_pos = 0
-        stack_depth = 0
-        last_value_end = 0
-        in_value = False
-        
-        while True:
-            token = tokenizer.nextToken()
-            
-            if token.type == TokenType.EOF:
-                break
-            
-            if token.type == TokenType.TRUNCATED:
-                # Return position before the truncated part
-                break
-            
-            if token.type in (TokenType.OBJECT_START, TokenType.ARRAY_START):
-                stack_depth += 1
-                in_value = True
-                
-            elif token.type in (TokenType.OBJECT_END, TokenType.ARRAY_END):
-                stack_depth -= 1
-                last_value_end = token.end_pos
-                in_value = False
-                
-            elif token.type == TokenType.STRING:
-                # Check if this is a key or a value
-                saved_pos = tokenizer.pos
-                tokenizer.skipWhitespace()
-                next_char = tokenizer.peek()
-                tokenizer.pos = saved_pos
-                
-                if next_char != ':':
-                    # It's a value
-                    last_value_end = token.end_pos
-                    in_value = False
-                    
-            elif token.type in (TokenType.NUMBER, TokenType.BOOLEAN, TokenType.NULL):
-                last_value_end = token.end_pos
-                in_value = False
-            
-            elif token.type == TokenType.COMMA:
-                # After a comma, we've completed a value
-                last_complete_pos = last_value_end
-        
-        # Return the last complete position
-        return last_value_end if last_value_end > 0 else len(self.jsonStr)
-    
-    def _getClosingBrackets(self, jsonStr: str) -> str:
-        """Determine what closing brackets are needed."""
-        stack = []
-        in_string = False
-        escaped = False
-        
-        for char in jsonStr:
-            if escaped:
-                escaped = False
-                continue
-            
-            if char == '\\' and in_string:
-                escaped = True
-                continue
-            
-            if char == '"':
-                in_string = not in_string
-                continue
-            
-            if in_string:
-                continue
-            
-            if char == '{':
-                stack.append('}')
-            elif char == '[':
-                stack.append(']')
-            elif char == '}':
-                if stack and stack[-1] == '}':
-                    stack.pop()
-            elif char == ']':
-                if stack and stack[-1] == ']':
-                    stack.pop()
-        
-        # Return closing brackets in reverse order
-        return ''.join(reversed(stack))
-    
-    def _parseStructure(self):
-        """Parse the JSON structure and track hierarchy"""
-        tokenizer = JsonTokenizer(self.jsonStr)
-        
-        while True:
-            token = tokenizer.nextToken()
-            
-            if token.type == TokenType.EOF or token.type == TokenType.TRUNCATED:
-                break
-            
-            if token.type == TokenType.OBJECT_START:
-                frame = StackFrame(
-                    type="object",
-                    start_pos=token.start_pos,
-                    keys_seen=[]
-                )
-                self.stack.append(frame)
-                
-            elif token.type == TokenType.ARRAY_START:
-                frame = StackFrame(
-                    type="array",
-                    start_pos=token.start_pos,
-                    index=0
-                )
-                self.stack.append(frame)
-                
-            elif token.type == TokenType.OBJECT_END:
-                if self.stack and self.stack[-1].type == "object":
-                    self.stack.pop()
-                    
-            elif token.type == TokenType.ARRAY_END:
-                if self.stack and self.stack[-1].type == "array":
-                    self.stack.pop()
-                    
-            elif token.type == TokenType.STRING:
-                # Could be a key or a value
-                self._handleStringToken(token, tokenizer)
-                
-            elif token.type == TokenType.COMMA:
-                # Increment array index
-                if self.stack and self.stack[-1].type == "array":
-                    self.stack[-1].index += 1
-    
-    def _handleStringToken(self, token: Token, tokenizer: JsonTokenizer):
-        """Handle a string token (could be key or value)"""
-        if self.stack and self.stack[-1].type == "object":
-            # Check if this is a key (followed by colon)
-            saved_pos = tokenizer.pos
-            tokenizer.skipWhitespace()
-            next_char = tokenizer.peek()
-            
-            if next_char == ':':
-                # This is a key
-                self.stack[-1].key = token.value
-                self.stack[-1].keys_seen.append(token.value)
-            
-            tokenizer.pos = saved_pos
-    
-    def _generateOverlapContext(self) -> str:
-        """
-        Generate the overlap context - the innermost object/array element containing the cut.
-        
-        Returns the raw string from the start of that element to the end of the truncated JSON.
-        Dieser Kontext wird verwendet, um den abgeschnittenen Teil mit dem neuen Teil zu mergen.
-        Exakt so wie im Original-String (für String-Matching beim Merge).
-        
-        SPECIAL CASE: If cut point is within a list item, return only:
-        - The broken list item (containing the cut)
-        - The list item before it (if available)
-        This avoids returning the entire list when only a single item is broken.
-        """
-        if not self.stack:
-            # No structure, return last overlap_max_chars characters
-            return self.jsonStr[-self.overlapMaxChars:]
-        
-        # Find the innermost container that should be the overlap
-        innermost = self.stack[-1]
-        
-        # SPECIAL CASE: If innermost is an array and cut is within a list item,
-        # return only the broken item and the previous item (if available)
-        if innermost.type == "array":
-            overlap_start = self._findOverlapStartForArray(innermost)
-        else:
-            # For objects, use the standard logic
-            overlap_start = self._findInnermostElementStart()
-        
-        overlap = self.jsonStr[overlap_start:]
-        
-        # Apply max chars limit
-        if len(overlap) > self.overlapMaxChars:
-            overlap = self.jsonStr[-self.overlapMaxChars:]
-        
-        return overlap
-    
-    def _findOverlapStartForArray(self, arrayFrame: StackFrame) -> int:
-        """
-        Find overlap start for array: return only the broken list item and previous item.
-        
-        If cut point is within a list item, returns start of previous item (if available),
-        otherwise returns start of current (broken) item.
-        """
-        # Find all element start positions in the array
-        element_starts = self._findAllArrayElementStarts(arrayFrame)
-        
-        if not element_starts:
-            # No elements found, fall back to array start
-            return arrayFrame.start_pos
-        
-        current_index = arrayFrame.index
-        
-        # If we're at index 0, there's no previous item - return current item start
-        if current_index == 0:
-            return element_starts[0]
-        
-        # If current_index is beyond known elements, use last known element
-        if current_index >= len(element_starts):
-            # Return start of second-to-last element (previous to last)
-            if len(element_starts) >= 2:
-                return element_starts[-2]  # Previous item
-            else:
-                return element_starts[0]  # Only one item, return it
-        
-        # Return start of previous item (current_index - 1)
-        return element_starts[current_index - 1]
-    
-    def _findAllArrayElementStarts(self, arrayFrame: StackFrame) -> List[int]:
-        """Find all element start positions in an array"""
-        arrayContent = self.jsonStr[arrayFrame.start_pos:]
-        
-        # Skip the opening bracket and whitespace
-        pos = 1
-        while pos < len(arrayContent) and arrayContent[pos] in ' \t\n\r':
-            pos += 1
-        
-        elementStarts = [arrayFrame.start_pos + pos]
-        depth = 0
-        inString = False
-        escaped = False
-        
-        i = pos
-        while i < len(arrayContent):
-            char = arrayContent[i]
-            
-            if escaped:
-                escaped = False
-                i += 1
-                continue
-            
-            if char == '\\' and inString:
-                escaped = True
-                i += 1
-                continue
-            
-            if char == '"':
-                inString = not inString
-                i += 1
-                continue
-            
-            if inString:
-                i += 1
-                continue
-            
-            if char in '{[':
-                depth += 1
-            elif char in '}]':
-                depth -= 1
-            elif char == ',' and depth == 0:
-                # Found element boundary
-                i += 1
-                # Skip whitespace
-                while i < len(arrayContent) and arrayContent[i] in ' \t\n\r':
-                    i += 1
-                elementStarts.append(arrayFrame.start_pos + i)
-            
-            i += 1
-        
-        return elementStarts
-    
-    def _findInnermostElementStart(self) -> int:
-        """Find the start position of the innermost element for overlap"""
-        if not self.stack:
-            return max(0, len(self.jsonStr) - self.overlapMaxChars)
-        
-        # Walk through stack to find the innermost array element or object
-        # We want the innermost "atomic" unit that contains the cut
-        
-        # Strategy: 
-        # - If innermost is an object: return its start
-        # - If innermost is an array: 
-        #   - If current element is an object/array: return start of that element
-        #   - If current element is a primitive: return start of array or last N chars
-        
-        innermost = self.stack[-1]
-        
-        if innermost.type == "object":
-            return innermost.start_pos
-        else:
-            # It's an array - find the start of the current element
-            element_start = self._findArrayElementStart(innermost)
-            
-            # Check if the element is a primitive or complex type
-            element_content = self.jsonStr[element_start:].strip()
-            
-            # If it starts with { or [ it's complex, return the element start
-            if element_content and element_content[0] in '{[':
-                return element_start
-            else:
-                # Primitive in array - check if there's a parent object
-                # or return overlap_max_chars from end
-                for i in range(len(self.stack) - 2, -1, -1):
-                    if self.stack[i].type == "object":
-                        return self.stack[i].start_pos
-                
-                # No parent object, return max chars from end
-                return max(0, len(self.jsonStr) - self.overlapMaxChars)
-    
-    def _findArrayElementStart(self, arrayFrame: StackFrame) -> int:
-        """Find the start position of the current array element"""
-        # We need to find the start of the current element in the array
-        # Parse from array start to find element boundaries
-        
-        arrayContent = self.jsonStr[arrayFrame.start_pos:]
-        
-        # Skip the opening bracket and whitespace
-        pos = 1
-        while pos < len(arrayContent) and arrayContent[pos] in ' \t\n\r':
-            pos += 1
-        
-        elementStarts = [arrayFrame.start_pos + pos]
-        depth = 0
-        inString = False
-        escaped = False
-        
-        i = pos
-        while i < len(arrayContent):
-            char = arrayContent[i]
-            
-            if escaped:
-                escaped = False
-                i += 1
-                continue
-            
-            if char == '\\' and inString:
-                escaped = True
-                i += 1
-                continue
-            
-            if char == '"':
-                inString = not inString
-                i += 1
-                continue
-            
-            if inString:
-                i += 1
-                continue
-            
-            if char in '{[':
-                depth += 1
-            elif char in '}]':
-                depth -= 1
-            elif char == ',' and depth == 0:
-                # Found element boundary
-                i += 1
-                # Skip whitespace
-                while i < len(arrayContent) and arrayContent[i] in ' \t\n\r':
-                    i += 1
-                elementStarts.append(arrayFrame.start_pos + i)
-            
-            i += 1
-        
-        # Return the start of the current element
-        if arrayFrame.index < len(elementStarts):
-            return elementStarts[arrayFrame.index]
-        elif elementStarts:
-            return elementStarts[-1]
-        else:
-            return arrayFrame.start_pos
-    
-    def _generateHierarchyContext(self) -> str:
-        """
-        Generate the hierarchy context with budget logic.
-        Shows structure from root to cut point with data values limited by budget.
-        """
-        if not self.stack:
-            # No structure
-            return self.jsonStr[-self.overlapMaxChars:]
-        
-        # We need to rebuild the JSON with budget logic
-        # Priority: elements closer to cut get full values, distant ones get "..."
-        
-        return self._rebuildWithBudget()
-    
-    def _rebuildWithBudget(self) -> str:
-        """Rebuild JSON from root to cut with budget constraints"""
-        
-        # Strategy:
-        # 1. Parse the JSON structure tracking all values
-        # 2. Calculate total value size
-        # 3. Apply budget from cut backwards
-        # 4. Render with "..." for values outside budget
-        
-        # First, get a structured representation
-        structure = self._parseForHierarchy()
-        
-        # Now render with budget
-        return self._renderWithBudget(structure)
-    
-    def _parseForHierarchy(self) -> dict:
-        """Parse JSON into a structure suitable for hierarchy rendering"""
-        
-        result = {
-            'type': 'root',
-            'children': [],
-            'raw_positions': []
-        }
-        
-        tokenizer = JsonTokenizer(self.jsonStr)
-        stack = [result]
-        current_key = None
-        
-        while True:
-            token = tokenizer.nextToken()
-            
-            if token.type == TokenType.EOF:
-                break
-            
-            if token.type == TokenType.TRUNCATED:
-                # Mark the truncation point
-                if stack:
-                    current = stack[-1]
-                    if current.get('type') == 'object':
-                        if current_key:
-                            current['children'].append({
-                                'type': 'truncated_value',
-                                'key': current_key,
-                                'raw': self.jsonStr[token.start_pos:],
-                                'start_pos': token.start_pos
-                            })
-                    elif current.get('type') == 'array':
-                        current['children'].append({
-                            'type': 'truncated_value',
-                            'raw': self.jsonStr[token.start_pos:],
-                            'start_pos': token.start_pos
-                        })
-                break
-            
-            if token.type == TokenType.OBJECT_START:
-                obj = {
-                    'type': 'object',
-                    'key': current_key,
-                    'children': [],
-                    'start_pos': token.start_pos
-                }
-                if stack:
-                    stack[-1]['children'].append(obj)
-                stack.append(obj)
-                current_key = None
-                
-            elif token.type == TokenType.ARRAY_START:
-                arr = {
-                    'type': 'array',
-                    'key': current_key,
-                    'children': [],
-                    'start_pos': token.start_pos
-                }
-                if stack:
-                    stack[-1]['children'].append(arr)
-                stack.append(arr)
-                current_key = None
-                
-            elif token.type == TokenType.OBJECT_END:
-                if len(stack) > 1 and stack[-1].get('type') == 'object':
-                    stack[-1]['end_pos'] = token.end_pos
-                    stack[-1]['complete'] = True
-                    stack.pop()
-                    
-            elif token.type == TokenType.ARRAY_END:
-                if len(stack) > 1 and stack[-1].get('type') == 'array':
-                    stack[-1]['end_pos'] = token.end_pos
-                    stack[-1]['complete'] = True
-                    stack.pop()
-                    
-            elif token.type == TokenType.STRING:
-                # Check if it's a key
-                saved_pos = tokenizer.pos
-                tokenizer.skipWhitespace()
-                next_char = tokenizer.peek()
-                
-                if next_char == ':' and stack and stack[-1].get('type') == 'object':
-                    current_key = token.value
-                else:
-                    # It's a value
-                    value_node = {
-                        'type': 'value',
-                        'key': current_key,
-                        'value': token.value,
-                        'raw': token.raw,
-                        'start_pos': token.start_pos,
-                        'end_pos': token.end_pos,
-                        'value_type': 'string'
-                    }
-                    if stack:
-                        stack[-1]['children'].append(value_node)
-                    current_key = None
-                
-                tokenizer.pos = saved_pos
-                
-            elif token.type in (TokenType.NUMBER, TokenType.BOOLEAN, TokenType.NULL):
-                value_node = {
-                    'type': 'value',
-                    'key': current_key,
-                    'value': token.value,
-                    'raw': token.raw,
-                    'start_pos': token.start_pos,
-                    'end_pos': token.end_pos,
-                    'value_type': str(token.type.value)
-                }
-                if stack:
-                    stack[-1]['children'].append(value_node)
-                current_key = None
-        
-        return result
-    
-    def _renderWithBudget(self, structure: dict) -> str:
-        """Render the structure with budget constraints"""
-        
-        # First, collect all value nodes with their distances from cut
-        cutPos = len(self.jsonStr)
-        allValues = self._collectValuesWithDistance(structure, cutPos)
-        
-        # Sort by distance (closest to cut first)
-        allValues.sort(key=lambda x: x['distance'])
-        
-        # Determine which values get full rendering
-        budgetRemaining = self.budgetLimit
-        valuesWithBudget = set()
-        
-        for valInfo in allValues:
-            valSize = len(str(valInfo['raw']))
-            if budgetRemaining >= valSize:
-                valuesWithBudget.add(valInfo['id'])
-                budgetRemaining -= valSize
-        
-        # Now render the structure
-        return self._renderNode(structure, valuesWithBudget, indent=0)
-    
-    def _collectValuesWithDistance(self, node: dict, cutPos: int, depth: int = 0) -> list:
-        """Collect all value nodes with their distance from cut point"""
-        values = []
-        
-        if node.get('type') == 'value':
-            endPos = node.get('end_pos', cutPos)
-            distance = cutPos - endPos
-            values.append({
-                'id': id(node),
-                'node': node,
-                'distance': distance,
-                'raw': node.get('raw', ''),
-                'depth': depth
-            })
-        elif node.get('type') == 'truncated_value':
-            values.append({
-                'id': id(node),
-                'node': node,
-                'distance': 0,  # Truncated values are at the cut
-                'raw': node.get('raw', ''),
-                'depth': depth
-            })
-        
-        for child in node.get('children', []):
-            values.extend(self._collectValuesWithDistance(child, cutPos, depth + 1))
-        
-        return values
-    
-    def _renderNode(self, node: dict, valuesWithBudget: set, indent: int = 0) -> str:
-        """Render a node with budget constraints"""
-        indent_str = "  " * indent
-        
-        node_type = node.get('type')
-        
-        if node_type == 'root':
-            parts = []
-            for child in node.get('children', []):
-                parts.append(self._renderNode(child, valuesWithBudget, indent))
-            return '\n'.join(parts)
-        
-        elif node_type == 'object':
-            return self._renderObject(node, valuesWithBudget, indent)
-        
-        elif node_type == 'array':
-            return self._renderArray(node, valuesWithBudget, indent)
-        
-        elif node_type == 'value':
-            return self._renderValue(node, valuesWithBudget, indent)
-        
-        elif node_type == 'truncated_value':
-            return node.get('raw', '')
-        
-        return ''
-    
-    def _renderObject(self, node: dict, valuesWithBudget: set, indent: int) -> str:
-        """Render an object node"""
-        indent_str = "  " * indent
-        inner_indent = "  " * (indent + 1)
-        
-        key_prefix = ""
-        if node.get('key'):
-            key_prefix = f'"{node["key"]}": '
-        
-        if not node.get('children'):
-            if node.get('complete'):
-                return f"{key_prefix}{{}}"
-            else:
-                return f"{key_prefix}{{"
-        
-        parts = [f"{key_prefix}{{"]
-        
-        children = node.get('children', [])
-        for i, child in enumerate(children):
-            child_rendered = self._renderNode(child, valuesWithBudget, indent + 1)
-            
-            # Add comma if not last and next sibling exists
-            if i < len(children) - 1:
-                if child.get('type') != 'truncated_value':
-                    parts.append(f"{inner_indent}{child_rendered},")
-                else:
-                    parts.append(f"{inner_indent}{child_rendered}")
-            else:
-                parts.append(f"{inner_indent}{child_rendered}")
-        
-        if node.get('complete'):
-            parts.append(f"{indent_str}}}")
-        
-        return '\n'.join(parts)
-    
-    def _renderArray(self, node: dict, valuesWithBudget: set, indent: int) -> str:
-        """Render an array node"""
-        indent_str = "  " * indent
-        inner_indent = "  " * (indent + 1)
-        
-        key_prefix = ""
-        if node.get('key'):
-            key_prefix = f'"{node["key"]}": '
-        
-        if not node.get('children'):
-            if node.get('complete'):
-                return f"{key_prefix}[]"
-            else:
-                return f"{key_prefix}["
-        
-        parts = [f"{key_prefix}["]
-        
-        children = node.get('children', [])
-        for i, child in enumerate(children):
-            child_rendered = self._renderNode(child, valuesWithBudget, indent + 1)
-            
-            if i < len(children) - 1:
-                if child.get('type') != 'truncated_value':
-                    parts.append(f"{inner_indent}{child_rendered},")
-                else:
-                    parts.append(f"{inner_indent}{child_rendered}")
-            else:
-                parts.append(f"{inner_indent}{child_rendered}")
-        
-        if node.get('complete'):
-            parts.append(f"{indent_str}]")
-        
-        return '\n'.join(parts)
-    
-    def _renderValue(self, node: dict, valuesWithBudget: set, indent: int) -> str:
-        """Render a value node"""
-        key_prefix = ""
-        if node.get('key'):
-            key_prefix = f'"{node["key"]}": '
-        
-        if id(node) in valuesWithBudget:
-            # Full value
-            default_raw = '"...\"'
-            raw_value = node.get('raw', default_raw)
-            return f"{key_prefix}{raw_value}"
-        else:
-            # Placeholder
-            return f'{key_prefix}"..."'
-    
-    def _renderWithBudgetV2(self) -> str:
-        """
-        Generate hierarchy context with budget logic.
-        
-        Alternative rendering that stays closer to the original truncated string.
-        Shows full context near the cut, replaces distant values with "...".
-        
-        Budget-Logik:
-        1. Sammeln: Alle String-Werte werden mit ihrer Position gesammelt
-        2. Sortieren: Nach Entfernung zum Cut-Punkt (näher = höhere Priorität)
-        3. Zuweisen: Budget wird von hinten nach vorne aufgebraucht
-        4. Ersetzen: Werte außerhalb des Budgets werden durch "..." ersetzt
-        """
-        # Parse to understand structure, but render from original string with modifications
-        structure = self._parseForHierarchy()
-        
-        # Collect all complete value nodes with positions
-        allValues = self._collectCompleteValues(structure)
-        
-        # Sort by end position (furthest from cut = first to be truncated)
-        allValues.sort(key=lambda x: x['end_pos'])
-        
-        # Apply budget: replace values from the start until budget exhausted
-        budgetUsed = 0
-        totalAvailable = sum(len(v['raw']) for v in allValues)
-        
-        valuesToReplace = []
-        
-        for val in allValues:
-            valSize = len(val['raw'])
-            if totalAvailable - budgetUsed > self.budgetLimit:
-                # This value should be replaced with "..."
-                valuesToReplace.append(val)
-                budgetUsed += valSize
-            else:
-                break
-        
-        # Build the modified string
-        result = self.jsonStr
-        
-        # Replace from end to start to preserve positions
-        valuesToReplace.sort(key=lambda x: x['start_pos'], reverse=True)
-        
-        for val in valuesToReplace:
-            start = val['start_pos']
-            end = val['end_pos']
-            result = result[:start] + '"..."' + result[end:]
-        
-        return result
-    
-    def _collectCompleteValues(self, node: dict) -> list:
-        """Collect all complete (non-truncated) value nodes"""
-        values = []
-        
-        if node.get('type') == 'value' and node.get('value_type') == 'string':
-            values.append({
-                'start_pos': node['start_pos'],
-                'end_pos': node['end_pos'],
-                'raw': node['raw'],
-                'key': node.get('key')
-            })
-        
-        for child in node.get('children', []):
-            values.extend(self._collectCompleteValues(child))
-        
-        return values
-
-
-def extractContinuationContexts(
-    truncatedJson: str
-) -> Tuple[str, str, str]:
-    """
-    Main entry point: Extract all three continuation contexts from a truncated JSON.
-    
-    Generiert drei Kontexte für abgeschnittene JSON-Strings:
-    1. Overlap Context: Das innerste Objekt/Array-Element, das den Cut-Punkt enthält
-       - Wird verwendet, um den abgeschnittenen Teil mit dem neuen Teil zu mergen
-       - Exakt so wie im Original-String (für String-Matching beim Merge)
-    
-    2. Hierarchy Context: Die hierarchische Struktur vom Root bis zum Cut-Punkt
-       - Mit Budget-Logik: Näher am Cut = vollständige Werte, weiter weg = "..." Platzhalter
-       - Gibt der AI den Kontext der gesamten JSON-Struktur
-    
-    3. Complete Part: Der vollständige, valide JSON bis zum Cut-Punkt
-       - Alle offenen Strukturen werden geschlossen (}, ], ")
-       - Unvollständige Keys werden entfernt
-       - Kann direkt als valides JSON geparst werden
-    
-    Uses module constants BUDGET_LIMIT and OVERLAP_MAX_CHARS.
-    
-    Args:
-        truncatedJson: The truncated JSON string
-    
-    Returns:
-        Tuple of (overlapContext, hierarchyContext, completePart):
-        - overlapContext: The innermost object/element containing the cut (for merging)
-        - hierarchyContext: Full structure from root to cut with budget-limited values
-        - completePart: Valid JSON with all structures properly closed
-    
-    Example:
-        >>> jsonStr = '{"users": [{"name": "John", "bio": "Hello Wor'
-        >>> overlap, hierarchy, complete = extractContinuationContexts(jsonStr)
-        >>> import json
-        >>> parsed = json.loads(complete)  # ✓ Funktioniert!
-    """
-    return getJsonContinuationContext(truncatedJson)
-
-
-# Convenience function with named results
-def getContexts(
-    truncatedJson: str
-) -> JsonContinuationContexts:
-    """
-    Get all contexts as a Pydantic model with named fields.
-    
-    Uses module constants BUDGET_LIMIT and OVERLAP_MAX_CHARS.
-    
-    Args:
-        truncatedJson: The truncated JSON string
-    
-    Returns:
-        JsonContinuationContexts Pydantic model with:
-        - overlapContext: The innermost object/element containing the cut
-        - hierarchyContext: Full structure with budget-limited values
-        - completePart: Valid JSON with all structures properly closed
-    
-    Example:
-        >>> json_str = '{"users": [{"name": "John", "bio": "Hello Wor'
-        >>> contexts = getContexts(json_str)
-        >>> print(contexts.overlapContext)
-        >>> print(contexts.hierarchyContext)
-        >>> print(contexts.completePart)
-    """
-    overlap, hierarchy, completePart = extractContinuationContexts(truncatedJson)
-    return JsonContinuationContexts(
-        overlapContext=overlap,
-        hierarchyContext=hierarchy,
-        completePart=completePart
-    )
diff --git a/modules/shared/jsonContinuation.md b/modules/shared/jsonContinuation-logic.md
similarity index 100%
rename from modules/shared/jsonContinuation.md
rename to modules/shared/jsonContinuation-logic.md
diff --git a/modules/shared/jsonContinuation.py b/modules/shared/jsonContinuation.py
index d13bf033..324b133d 100644
--- a/modules/shared/jsonContinuation.py
+++ b/modules/shared/jsonContinuation.py
@@ -32,11 +32,16 @@ Autor: Claude
 Version: 2.0
 """
 
+import json
+import logging
+import re
 from typing import Tuple, List, Optional, Any, Set
 from dataclasses import dataclass, field
 from enum import Enum
 from modules.datamodels.datamodelAi import JsonContinuationContexts
 
+logger = logging.getLogger(__name__)
+
 
 # =============================================================================
 # MODULE CONSTANTS
@@ -1442,12 +1447,7 @@ class JsonAnalyzer:
         return ''
     
     def _renderObjectV3(self, node: dict, depth: int, allocation: BudgetAllocation) -> str:
-        """
-        Render object.
-        - PATH containers: always render with structure
-        - NON-PATH containers: only render as <object> if summary_mode AND no allocated children
-        - Otherwise: render with full details (children may have allocated values)
-        """
+        """Render object - summary mode non-path objects become <object>."""
         indentStr = "  " * depth
         innerIndent = "  " * (depth + 1)
         
@@ -1455,26 +1455,19 @@ class JsonAnalyzer:
         children = node.get('children', [])
         isOnPath = id(node) in allocation.path_node_ids
         
-        # Check if any child has allocated values
-        hasAllocatedChildren = False
-        if children:
-            for child in children:
-                if child.get('type') in ('value', 'truncated_value'):
-                    if id(child) in allocation.allocated_node_ids:
-                        hasAllocatedChildren = True
-                        break
-                else:
-                    # For containers, check recursively if they have allocated descendants
-                    if self._hasAllocatedDescendants(child, allocation):
-                        hasAllocatedChildren = True
-                        break
-        
-        # NON-PATH containers: only render as <object> if summary_mode AND no allocated children
-        # PATH containers always render with structure
-        if not isOnPath and allocation.summary_mode and not hasAllocatedChildren:
+        if allocation.summary_mode and not isOnPath:
             return f"{keyPrefix}<object>"
         
-        # Render with details (either PATH container or NON-PATH with allocated children)
+        # If object is incomplete and cut is directly here (no incomplete child),
+        # extract exact string from original JSON to preserve formatting
+        if not node.get('complete') and node.get('start_pos') is not None:
+            hasIncompleteChild = any(
+                child.get('type') in ('object', 'array') and not child.get('complete')
+                for child in children
+            )
+            if not hasIncompleteChild:
+                return self.jsonStr[node.get('start_pos'):]
+        
         if not children:
             return f"{keyPrefix}{{}}" if node.get('complete') else f"{keyPrefix}{{"
         
@@ -1495,26 +1488,8 @@ class JsonAnalyzer:
         
         return '\n'.join(parts)
     
-    def _hasAllocatedDescendants(self, node: dict, allocation: BudgetAllocation) -> bool:
-        """Check if node or any of its descendants have allocated values."""
-        nodeType = node.get('type')
-        
-        if nodeType in ('value', 'truncated_value'):
-            return id(node) in allocation.allocated_node_ids
-        
-        for child in node.get('children', []):
-            if self._hasAllocatedDescendants(child, allocation):
-                return True
-        
-        return False
-    
     def _renderArrayV3(self, node: dict, depth: int, allocation: BudgetAllocation) -> str:
-        """
-        Render array.
-        - PATH containers: always render with structure
-        - NON-PATH containers: only render as <array> if summary_mode AND no allocated children
-        - Otherwise: render with full details (children may have allocated values)
-        """
+        """Render array - summary mode non-path arrays become <array>."""
         indentStr = "  " * depth
         innerIndent = "  " * (depth + 1)
         
@@ -1522,26 +1497,19 @@ class JsonAnalyzer:
         children = node.get('children', [])
         isOnPath = id(node) in allocation.path_node_ids
         
-        # Check if any child has allocated values
-        hasAllocatedChildren = False
-        if children:
-            for child in children:
-                if child.get('type') in ('value', 'truncated_value'):
-                    if id(child) in allocation.allocated_node_ids:
-                        hasAllocatedChildren = True
-                        break
-                else:
-                    # For containers, check recursively if they have allocated descendants
-                    if self._hasAllocatedDescendants(child, allocation):
-                        hasAllocatedChildren = True
-                        break
-        
-        # NON-PATH containers: only render as <array> if summary_mode AND no allocated children
-        # PATH containers always render with structure
-        if not isOnPath and allocation.summary_mode and not hasAllocatedChildren:
+        if allocation.summary_mode and not isOnPath:
             return f"{keyPrefix}<array>"
         
-        # Render with details (either PATH container or NON-PATH with allocated children)
+        # If array is incomplete and cut is directly here (no incomplete child),
+        # extract exact string from original JSON to preserve formatting
+        if not node.get('complete') and node.get('start_pos') is not None:
+            hasIncompleteChild = any(
+                child.get('type') in ('object', 'array') and not child.get('complete')
+                for child in children
+            )
+            if not hasIncompleteChild:
+                return self.jsonStr[node.get('start_pos'):]
+        
         if not children:
             return f"{keyPrefix}[]" if node.get('complete') else f"{keyPrefix}["
         
@@ -1669,6 +1637,276 @@ def extractContinuationContexts(
     return getJsonContinuationContext(truncatedJson)
 
 
+# =============================================================================
+# JSON REPAIR FUNCTIONS
+# =============================================================================
+
+def _repairInternalJsonErrors(jsonStr: str) -> str:
+    """
+    Repair internal JSON errors WITHOUT touching incomplete structures at cut point.
+    
+    This function fixes common internal JSON issues:
+    - Invalid escape sequences (e.g., \\x, \\u without proper hex)
+    - Unescaped control characters
+    - Invalid Unicode characters
+    - Trailing commas before closing brackets/braces
+    - Comments (// and /* */)
+    - Single quotes instead of double quotes (outside of string values)
+    - Unquoted keys
+    
+    IMPORTANT: Does NOT modify incomplete structures at the end of the JSON.
+    Those are handled separately by structure closing logic.
+    
+    Args:
+        jsonStr: JSON string that may have internal errors
+        
+    Returns:
+        Repaired JSON string with internal errors fixed
+    """
+    if not jsonStr or not jsonStr.strip():
+        return jsonStr
+    
+    result = jsonStr
+    
+    # Fix 1: Remove BOM and normalize whitespace at start
+    if result.startswith('\ufeff'):
+        result = result[1:]
+    
+    # Fix 2: Normalize smart quotes to straight quotes
+    result = result.replace('"', '"').replace('"', '"')
+    result = result.replace(''', "'").replace(''', "'")
+    
+    # Fix 3: Remove JavaScript-style comments (but be careful not to break strings)
+    result = _removeJsonComments(result)
+    
+    # Fix 4: Fix invalid escape sequences
+    result = _fixInvalidEscapeSequences(result)
+    
+    # Fix 5: Remove trailing commas before ] or }
+    result = _removeTrailingCommas(result)
+    
+    # Fix 6: Fix unquoted keys (simple cases only)
+    result = _fixUnquotedKeys(result)
+    
+    return result
+
+
+def _removeJsonComments(jsonStr: str) -> str:
+    """Remove JavaScript-style comments from JSON, preserving strings."""
+    result = []
+    i = 0
+    inString = False
+    escaped = False
+    
+    while i < len(jsonStr):
+        char = jsonStr[i]
+        
+        if escaped:
+            result.append(char)
+            escaped = False
+            i += 1
+            continue
+        
+        if char == '\\' and inString:
+            result.append(char)
+            escaped = True
+            i += 1
+            continue
+        
+        if char == '"':
+            inString = not inString
+            result.append(char)
+            i += 1
+            continue
+        
+        if inString:
+            result.append(char)
+            i += 1
+            continue
+        
+        # Check for // comment
+        if char == '/' and i + 1 < len(jsonStr) and jsonStr[i + 1] == '/':
+            # Skip until end of line
+            while i < len(jsonStr) and jsonStr[i] != '\n':
+                i += 1
+            continue
+        
+        # Check for /* */ comment
+        if char == '/' and i + 1 < len(jsonStr) and jsonStr[i + 1] == '*':
+            i += 2
+            while i + 1 < len(jsonStr):
+                if jsonStr[i] == '*' and jsonStr[i + 1] == '/':
+                    i += 2
+                    break
+                i += 1
+            continue
+        
+        result.append(char)
+        i += 1
+    
+    return ''.join(result)
+
+
+def _fixInvalidEscapeSequences(jsonStr: str) -> str:
+    """Fix invalid escape sequences in JSON strings."""
+    result = []
+    i = 0
+    inString = False
+    
+    while i < len(jsonStr):
+        char = jsonStr[i]
+        
+        if char == '"' and (i == 0 or jsonStr[i - 1] != '\\'):
+            inString = not inString
+            result.append(char)
+            i += 1
+            continue
+        
+        if inString and char == '\\' and i + 1 < len(jsonStr):
+            nextChar = jsonStr[i + 1]
+            
+            # Valid JSON escape sequences: \", \\, \/, \b, \f, \n, \r, \t, \uXXXX
+            validEscapes = ['"', '\\', '/', 'b', 'f', 'n', 'r', 't', 'u']
+            
+            if nextChar in validEscapes:
+                if nextChar == 'u':
+                    # Check if followed by 4 hex digits
+                    if i + 5 < len(jsonStr) and all(c in '0123456789abcdefABCDEF' for c in jsonStr[i + 2:i + 6]):
+                        result.append(char)
+                        i += 1
+                        continue
+                    else:
+                        # Invalid \u sequence - escape the backslash
+                        result.append('\\')
+                        result.append('\\')
+                        i += 1
+                        continue
+                else:
+                    result.append(char)
+                    i += 1
+                    continue
+            else:
+                # Invalid escape - escape the backslash
+                result.append('\\')
+                result.append('\\')
+                i += 1
+                continue
+        
+        result.append(char)
+        i += 1
+    
+    return ''.join(result)
+
+
+def _removeTrailingCommas(jsonStr: str) -> str:
+    """Remove trailing commas before ] or } (not valid in JSON)."""
+    # Pattern: comma followed by whitespace and ] or }
+    result = re.sub(r',(\s*[}\]])', r'\1', jsonStr)
+    return result
+
+
+def _fixUnquotedKeys(jsonStr: str) -> str:
+    """
+    Fix simple unquoted keys in JSON objects.
+    Only handles simple cases to avoid breaking valid JSON.
+    """
+    # Pattern: { or , followed by whitespace and an unquoted identifier and :
+    # Be conservative - only fix clear cases
+    
+    result = []
+    i = 0
+    inString = False
+    escaped = False
+    
+    while i < len(jsonStr):
+        char = jsonStr[i]
+        
+        if escaped:
+            result.append(char)
+            escaped = False
+            i += 1
+            continue
+        
+        if char == '\\' and inString:
+            result.append(char)
+            escaped = True
+            i += 1
+            continue
+        
+        if char == '"':
+            inString = not inString
+            result.append(char)
+            i += 1
+            continue
+        
+        if inString:
+            result.append(char)
+            i += 1
+            continue
+        
+        # Check for unquoted key after { or ,
+        if char in '{,' and i + 1 < len(jsonStr):
+            result.append(char)
+            i += 1
+            
+            # Skip whitespace
+            while i < len(jsonStr) and jsonStr[i] in ' \t\n\r':
+                result.append(jsonStr[i])
+                i += 1
+            
+            if i >= len(jsonStr):
+                continue
+            
+            # Check if next is an unquoted identifier (starts with letter or _)
+            if jsonStr[i] not in '"{[' and (jsonStr[i].isalpha() or jsonStr[i] == '_'):
+                # Collect the identifier
+                keyStart = i
+                while i < len(jsonStr) and (jsonStr[i].isalnum() or jsonStr[i] == '_'):
+                    i += 1
+                key = jsonStr[keyStart:i]
+                
+                # Skip whitespace
+                while i < len(jsonStr) and jsonStr[i] in ' \t\n\r':
+                    i += 1
+                
+                # Check if followed by :
+                if i < len(jsonStr) and jsonStr[i] == ':':
+                    # This was an unquoted key - quote it
+                    result.append('"')
+                    result.append(key)
+                    result.append('"')
+                else:
+                    # Not a key, put back as-is
+                    result.append(key)
+            continue
+        
+        result.append(char)
+        i += 1
+    
+    return ''.join(result)
+
+
+def _tryParseJson(jsonStr: str) -> tuple:
+    """
+    Try to parse JSON string and return (parsed, error).
+    
+    Returns:
+        Tuple of (parsed_object, error_string)
+        - If successful: (parsed_object, None)
+        - If failed: (None, error_message)
+    """
+    if not jsonStr or not jsonStr.strip():
+        return None, "Empty JSON string"
+    
+    try:
+        parsed = json.loads(jsonStr)
+        return parsed, None
+    except json.JSONDecodeError as e:
+        return None, str(e)
+    except Exception as e:
+        return None, str(e)
+
+
 # Convenience function with named results
 def getContexts(
     truncatedJson: str
@@ -1678,28 +1916,86 @@ def getContexts(
     
     Uses module constants BUDGET_LIMIT and OVERLAP_MAX_CHARS.
     
+    This function:
+    1. Extracts continuation contexts (overlap, hierarchy, completePart)
+    2. Tries to parse completePart as JSON
+    3. If parsing fails, repairs internal errors and retries
+    4. Sets jsonParsingSuccess to indicate if completePart is valid JSON
+    5. Sets overlapContext="" if JSON is complete (no cut point)
+    
+    IMPORTANT: overlapContext="" signals that JSON is complete (no more data expected).
+    This happens when the original JSON is already valid (no structures needed closing).
+    
     Args:
         truncatedJson: The truncated JSON string
     
     Returns:
         JsonContinuationContexts Pydantic model with:
         - overlapContext: The innermost object/element containing the cut
+                         Empty string "" if JSON is complete (no cut point)
         - hierarchyContext: Full structure WITHOUT budget limitations (for internal use)
         - hierarchyContextForPrompt: Full structure WITH budget limitations (for prompts)
         - completePart: Valid JSON with all structures properly closed
+        - jsonParsingSuccess: True if completePart is valid parseable JSON
     
     Example:
         >>> json_str = '{"users": [{"name": "John", "bio": "Hello Wor'
         >>> contexts = getContexts(json_str)
-        >>> print(contexts.overlapContext)
-        >>> print(contexts.hierarchyContext)
-        >>> print(contexts.hierarchyContextForPrompt)
-        >>> print(contexts.completePart)
+        >>> print(contexts.overlapContext)  # Contains cut point context
+        >>> print(contexts.jsonParsingSuccess)
+        
+        >>> complete_json = '{"users": [{"name": "John"}]}'
+        >>> contexts = getContexts(complete_json)
+        >>> print(contexts.overlapContext)  # "" (empty - JSON is complete)
+        >>> print(contexts.jsonParsingSuccess)  # True
     """
+    # First, check if original JSON is already complete (parseable without modification)
+    jsonIsComplete = False
+    if truncatedJson and truncatedJson.strip():
+        parsed, error = _tryParseJson(truncatedJson.strip())
+        if error is None:
+            jsonIsComplete = True
+            logger.debug("Original JSON is already complete (no cut point)")
+    
+    # Extract contexts
     overlap, hierarchy, hierarchyForPrompt, completePart = extractContinuationContexts(truncatedJson)
+    
+    # If JSON is complete (no cut point), set overlapContext to empty string
+    # This signals that no more continuation is needed
+    if jsonIsComplete:
+        overlap = ""
+        logger.debug("Setting overlapContext='' (JSON is complete)")
+    
+    # Try to parse completePart as JSON
+    jsonParsingSuccess = False
+    
+    if completePart and completePart.strip():
+        # First attempt: parse as-is
+        parsed, error = _tryParseJson(completePart)
+        
+        if error is None:
+            jsonParsingSuccess = True
+        else:
+            # Second attempt: repair internal errors and retry
+            logger.debug(f"Initial parse failed: {error}, attempting repair")
+            repairedCompletePart = _repairInternalJsonErrors(completePart)
+            
+            parsed, error = _tryParseJson(repairedCompletePart)
+            
+            if error is None:
+                # Repair succeeded - use repaired version
+                completePart = repairedCompletePart
+                jsonParsingSuccess = True
+                logger.debug("JSON repair successful")
+            else:
+                # Repair also failed - keep original completePart, mark as failed
+                logger.debug(f"JSON repair also failed: {error}")
+                jsonParsingSuccess = False
+    
     return JsonContinuationContexts(
         overlapContext=overlap,
         hierarchyContext=hierarchy,
         hierarchyContextForPrompt=hierarchyForPrompt,
-        completePart=completePart
+        completePart=completePart,
+        jsonParsingSuccess=jsonParsingSuccess
     )
diff --git a/tests/functional/test12_json_split_merge.py b/tests/functional/test12_json_split_merge.py
index fc9c4c63..4dac56cb 100644
--- a/tests/functional/test12_json_split_merge.py
+++ b/tests/functional/test12_json_split_merge.py
@@ -126,170 +126,97 @@ class JsonSplitMergeTester12:
                     ]
                 }
             },
-            {
-                "name": "large_customers.json",
-                "data": self._createLargeCustomersData()
-            },
-            {
-                "name": "large_products.json",
-                "data": self._createLargeProductsData()
-            },
-            {
-                "name": "large_documents.json",
-                "data": self._createLargeDocumentsData()
-            },
             {
                 "name": "table_example.json",
                 "data": self._loadTableJsonExample()
+            },
+            {
+                "name": "complete_json.json",
+                "data": {
+                    "status": "complete",
+                    "message": "This is a complete, valid JSON object",
+                    "data": {
+                        "items": [1, 2, 3, 4, 5],
+                        "metadata": {
+                            "version": "1.0",
+                            "timestamp": "2025-01-05T12:00:00Z"
+                        }
+                    }
+                },
+                "isComplete": True  # Flag to indicate this is complete JSON (not cut)
+            },
+            {
+                "name": "json_with_comments.json",
+                "data": None,  # Will be set as string with comments
+                "jsonString": '''{
+                    // This is a single-line comment
+                    "name": "Test",
+                    "value": 42,
+                    /* This is a multi-line comment
+                       spanning multiple lines */
+                    "items": [1, 2, 3],
+                    "nested": {
+                        // Another comment
+                        "key": "value"
+                    }
+                }''',
+                "hasComments": True
+            },
+            {
+                "name": "json_with_trailing_comma.json",
+                "data": None,  # Will be set as string with trailing comma
+                "jsonString": '''{
+                    "name": "Test",
+                    "value": 42,
+                    "items": [1, 2, 3,],
+                    "nested": {
+                        "key": "value",
+                    }
+                }''',
+                "hasTrailingComma": True
+            },
+            {
+                "name": "json_with_unquoted_keys.json",
+                "data": None,  # Will be set as string with unquoted keys
+                "jsonString": '''{
+                    name: "Test",
+                    value: 42,
+                    items: [1, 2, 3],
+                    nested: {
+                        key: "value"
+                    }
+                }''',
+                "hasUnquotedKeys": True
+            },
+            {
+                "name": "json_with_invalid_escape.json",
+                "data": None,  # Will be set as string with invalid escape
+                "jsonString": '''{
+                    "name": "Test\\xInvalid",
+                    "value": 42,
+                    "description": "This has \\u invalid escape"
+                }''',
+                "hasInvalidEscape": True
+            },
+            {
+                "name": "json_mixed_errors.json",
+                "data": None,  # Will be set as string with multiple errors
+                "jsonString": '''{
+                    // Comment here
+                    name: "Test",  // Unquoted key
+                    "value": 42,
+                    "items": [1, 2, 3,],  // Trailing comma
+                    "description": "Has \\x invalid escape",
+                    "nested": {
+                        key: "value",  // Unquoted key and trailing comma
+                    }
+                }''',
+                "hasMixedErrors": True
             }
         ]
         
         return testFiles
     
-    def _createLargeCustomersData(self) -> Dict[str, Any]:
-        """Create a large customers dataset for budget testing."""
-        customers = []
-        # Create 100 customers with long descriptions
-        for i in range(100):
-            customers.append({
-                "id": i + 1,
-                "name": f"Customer {i + 1}",
-                "email": f"customer{i+1}@example.com",
-                "phone": f"+1{5550000000 + i}",
-                "address": f"{100 + i} Main Street, City {i % 10}, State {i % 5}, ZIP {10000 + i}",
-                "description": f"This is a detailed description for customer {i + 1}. " * 10 + 
-                              f"They have been a loyal customer since {2000 + (i % 25)}. " +
-                              f"Their preferences include various products and services. " * 5,
-                "orders": [
-                    {
-                        "orderId": f"ORD-{i+1}-{j+1}",
-                        "date": f"2024-{(j % 12) + 1:02d}-{(j % 28) + 1:02d}",
-                        "total": round(100.0 + (i * 10) + (j * 5), 2),
-                        "items": [
-                            {
-                                "productId": f"PROD-{k+1}",
-                                "quantity": (k % 5) + 1,
-                                "price": round(10.0 + k * 2, 2)
-                            }
-                            for k in range(3)
-                        ]
-                    }
-                    for j in range(5)
-                ],
-                "metadata": {
-                    "created": f"2020-{(i % 12) + 1:02d}-{(i % 28) + 1:02d}",
-                    "lastLogin": f"2024-{(i % 12) + 1:02d}-{(i % 28) + 1:02d}",
-                    "tags": [f"tag-{i % 10}", f"category-{i % 5}", f"segment-{i % 3}"]
-                }
-            })
-        return {"customers": customers}
-    
-    def _createLargeProductsData(self) -> Dict[str, Any]:
-        """Create a large products dataset for budget testing."""
-        products = []
-        # Create 200 products with detailed information
-        categories = ["Electronics", "Clothing", "Books", "Home & Garden", "Sports", "Toys", "Automotive", "Health"]
-        for i in range(200):
-            category = categories[i % len(categories)]
-            products.append({
-                "id": f"PROD-{i+1:04d}",
-                "name": f"Product {i+1} - {category}",
-                "category": category,
-                "price": round(10.0 + (i * 2.5), 2),
-                "cost": round(5.0 + (i * 1.5), 2),
-                "inStock": i % 3 != 0,
-                "stockQuantity": (i % 100) * 10,
-                "description": f"This is a comprehensive product description for Product {i+1}. " * 15 +
-                              f"It belongs to the {category} category and offers excellent value. " * 10 +
-                              f"Features include: feature-1, feature-2, feature-3, and many more. " * 5,
-                "specifications": {
-                    "weight": f"{1.0 + (i % 10)} kg",
-                    "dimensions": f"{10 + (i % 20)}x{5 + (i % 15)}x{3 + (i % 10)} cm",
-                    "color": ["red", "blue", "green", "black", "white"][i % 5],
-                    "material": ["plastic", "metal", "wood", "fabric"][i % 4],
-                    "warranty": f"{1 + (i % 5)} years"
-                },
-                "reviews": [
-                    {
-                        "userId": f"USER-{j+1}",
-                        "rating": (j % 5) + 1,
-                        "comment": f"Review {j+1} for product {i+1}: " + "This is a detailed review comment. " * 10,
-                        "date": f"2024-{(j % 12) + 1:02d}-{(j % 28) + 1:02d}"
-                    }
-                    for j in range(3)
-                ],
-                "relatedProducts": [f"PROD-{k+1:04d}" for k in range(max(0, i-2), min(200, i+3)) if k != i]
-            })
-        return {"products": products}
-    
-    def _createLargeDocumentsData(self) -> Dict[str, Any]:
-        """Create a large documents dataset for budget testing."""
-        documents = []
-        # Create 50 documents with nested structures
-        for i in range(50):
-            sections = []
-            for j in range(10):
-                elements = []
-                for k in range(5):
-                    if k % 2 == 0:
-                        elements.append({
-                            "type": "heading",
-                            "level": (k % 3) + 1,
-                            "content": {
-                                "text": f"Section {j+1} Heading {k+1} for Document {i+1}",
-                                "style": "bold"
-                            }
-                        })
-                    else:
-                        elements.append({
-                            "type": "paragraph",
-                            "content": {
-                                "text": f"This is paragraph {k+1} in section {j+1} of document {i+1}. " * 20 +
-                                        f"It contains detailed information about various topics. " * 15 +
-                                        f"The content is structured and well-organized. " * 10
-                            }
-                        })
-                
-                sections.append({
-                    "id": f"sec-{i+1}-{j+1}",
-                    "title": f"Section {j+1}",
-                    "content_type": "mixed",
-                    "elements": elements,
-                    "metadata": {
-                        "created": f"2024-{(j % 12) + 1:02d}-{(j % 28) + 1:02d}",
-                        "modified": f"2024-{(j % 12) + 1:02d}-{(j % 28) + 1:02d}",
-                        "author": f"Author-{(i % 10) + 1}",
-                        "tags": [f"tag-{j % 10}", f"category-{i % 5}"]
-                    }
-                })
-            
-            documents.append({
-                "id": f"doc-{i+1:03d}",
-                "title": f"Document {i+1} - Comprehensive Report",
-                "description": f"This is a comprehensive document with detailed information. " * 30 +
-                             f"It covers multiple topics and sections. " * 20 +
-                             f"The content is extensive and well-structured. " * 15,
-                "sections": sections,
-                "metadata": {
-                    "created": f"2024-{(i % 12) + 1:02d}-{(i % 28) + 1:02d}",
-                    "modified": f"2024-{(i % 12) + 1:02d}-{(i % 28) + 1:02d}",
-                    "author": f"Author-{(i % 10) + 1}",
-                    "version": f"1.{(i % 10)}",
-                    "status": ["draft", "review", "published"][i % 3],
-                    "tags": [f"tag-{i % 20}" for _ in range(5)]
-                }
-            })
-        
-        return {
-            "metadata": {
-                "title": "Large Document Collection",
-                "description": "A collection of 50 comprehensive documents for testing budget limits",
-                "totalDocuments": 50,
-                "created": "2024-01-01"
-            },
-            "documents": documents
-        }
-    
     def _loadTableJsonExample(self) -> Dict[str, Any]:
         """Load the table JSON example from the debug prompts file."""
         try:
@@ -460,23 +387,51 @@ class JsonSplitMergeTester12:
     async def testJsonSplitMerge(self, jsonFile: Dict[str, Any]) -> Dict[str, Any]:
         """Test splitting and merging a single JSON file."""
         fileName = jsonFile["name"]
-        originalData = jsonFile["data"]
+        
+        # Check if this is a complete JSON test (no cut)
+        isComplete = jsonFile.get("isComplete", False)
+        
+        # Check if this is a JSON string with errors (not from data dict)
+        jsonString = jsonFile.get("jsonString")
+        if jsonString:
+            # Use the provided JSON string directly (may have errors)
+            originalJsonString = jsonString
+            originalData = None  # No original data for error tests
+        else:
+            # Convert data dict to JSON string
+            originalData = jsonFile["data"]
+            originalJsonString = json.dumps(originalData, indent=2, ensure_ascii=False)
+        
+        originalSize = len(originalJsonString)
         
         self._log("")
         self._log("="*80)
-        self._log(f"TESTING JSON SPLIT AND MERGE: {fileName}")
+        testType = "COMPLETE JSON" if isComplete else ("JSON WITH ERRORS" if jsonString else "SPLIT JSON")
+        self._log(f"TESTING {testType}: {fileName}")
         self._log("="*80)
         
-        # Convert to JSON string
-        originalJsonString = json.dumps(originalData, indent=2, ensure_ascii=False)
-        originalSize = len(originalJsonString)
-        
         # Log original JSON
         self._log("")
         self._log("="*80)
         self._log("ORIGINAL JSON")
         self._log("="*80)
         self._log(f"JSON length: {originalSize} characters")
+        if isComplete:
+            self._log("  ⚠️  This is COMPLETE JSON (not cut) - testing overlapContext='' detection")
+        if jsonString:
+            errorType = []
+            if jsonFile.get("hasComments"):
+                errorType.append("comments")
+            if jsonFile.get("hasTrailingComma"):
+                errorType.append("trailing commas")
+            if jsonFile.get("hasUnquotedKeys"):
+                errorType.append("unquoted keys")
+            if jsonFile.get("hasInvalidEscape"):
+                errorType.append("invalid escapes")
+            if jsonFile.get("hasMixedErrors"):
+                errorType.append("mixed errors")
+            if errorType:
+                self._log(f"  ⚠️  This JSON has errors: {', '.join(errorType)} - testing repair function")
         self._log("")
         self._log("Full JSON content:")
         self._log("-"*80)
@@ -491,39 +446,63 @@ class JsonSplitMergeTester12:
             for line in jsonLines:
                 self._log(line)
         
-        # Split JSON at random position (simulating AI response cut)
-        self._log("")
-        self._log("="*80)
-        self._log("SPLITTING JSON AT RANDOM POSITION (SIMULATING AI RESPONSE CUT)")
-        self._log("="*80)
-        
-        # Find random cut position (not at start or end)
-        import random
-        minCutPos = max(100, originalSize // 10)  # At least 10% from start
-        maxCutPos = min(originalSize - 100, originalSize * 9 // 10)  # At least 10% from end
-        cutPosition = random.randint(minCutPos, maxCutPos)
-        
-        # Get part from start to cut
-        partContent = originalJsonString[:cutPosition]
-        
-        self._log("")
-        self._log("="*80)
-        self._log("PART (from start to cut):")
-        self._log("="*80)
-        self._log(f"Cut position: {cutPosition} characters")
-        self._log(f"Part length: {len(partContent)} characters")
-        self._log("")
-        self._log("Part content:")
-        partLines = partContent.split('\n')
-        if len(partLines) > 30:
-            for line in partLines[:15]:
-                self._log(f"  {line}")
-            self._log(f"  ... ({len(partLines) - 30} lines omitted) ...")
-            for line in partLines[-15:]:
-                self._log(f"  {line}")
+        # Handle complete JSON, JSON with errors, vs split JSON
+        if isComplete or jsonString:
+            # For complete JSON or JSON with errors, use the full string (no cut)
+            # We want to test repair on the full error-containing JSON
+            partContent = originalJsonString
+            cutPosition = None  # No cut
+            self._log("")
+            self._log("="*80)
+            if isComplete:
+                self._log("COMPLETE JSON TEST (NO CUT)")
+                self._log("="*80)
+                self._log("  Testing that getContexts() detects complete JSON and sets overlapContext=''")
+            else:
+                self._log("JSON WITH ERRORS TEST (NO CUT)")
+                self._log("="*80)
+                self._log("  Testing that getContexts() repairs the errors and produces valid JSON")
         else:
-            for line in partLines:
-                self._log(f"  {line}")
+            # Split JSON at random position (simulating AI response cut)
+            self._log("")
+            self._log("="*80)
+            self._log("SPLITTING JSON AT RANDOM POSITION (SIMULATING AI RESPONSE CUT)")
+            self._log("="*80)
+            
+            # Find random cut position (not at start or end)
+            import random
+            minCutPos = max(100, originalSize // 10)  # At least 10% from start
+            maxCutPos = min(originalSize - 100, originalSize * 9 // 10)  # At least 10% from end
+            
+            # Ensure valid range
+            if maxCutPos <= minCutPos:
+                # For small JSON, just cut in the middle
+                cutPosition = originalSize // 2
+            else:
+                cutPosition = random.randint(minCutPos, maxCutPos)
+            
+            # Get part from start to cut
+            partContent = originalJsonString[:cutPosition]
+        
+        if not isComplete:
+            self._log("")
+            self._log("="*80)
+            self._log("PART (from start to cut):")
+            self._log("="*80)
+            self._log(f"Cut position: {cutPosition} characters")
+            self._log(f"Part length: {len(partContent)} characters")
+            self._log("")
+            self._log("Part content:")
+            partLines = partContent.split('\n')
+            if len(partLines) > 30:
+                for line in partLines[:15]:
+                    self._log(f"  {line}")
+                self._log(f"  ... ({len(partLines) - 30} lines omitted) ...")
+                for line in partLines[-15:]:
+                    self._log(f"  {line}")
+            else:
+                for line in partLines:
+                    self._log(f"  {line}")
         
         # Generate contexts using getContexts()
         self._log("")
@@ -590,12 +569,23 @@ class JsonSplitMergeTester12:
             for line in completeLines:
                 self._log(f"  {line}")
         
-        # Validate completePart as JSON
+        # Validate completePart as JSON and check overlapContext
         self._log("")
         self._log("="*80)
-        self._log("VALIDATING COMPLETE PART AS JSON:")
+        self._log("VALIDATION RESULTS:")
         self._log("="*80)
         
+        # Check overlapContext for complete JSON
+        if isComplete:
+            if contexts.overlapContext == "":
+                self._log("  ✅ overlapContext is empty (correct for complete JSON)")
+            else:
+                self._log(f"  ❌ overlapContext is NOT empty: '{contexts.overlapContext[:50]}...'")
+                self._log("     Expected empty string for complete JSON")
+        
+        # Validate completePart as JSON
+        self._log("")
+        self._log("VALIDATING COMPLETE PART AS JSON:")
         isValidJson = False
         parsedCompletePart = None
         jsonError = None
@@ -606,34 +596,40 @@ class JsonSplitMergeTester12:
             self._log("  ✅ completePart is valid JSON")
             self._log(f"  Parsed type: {type(parsedCompletePart).__name__}")
             
-            # Compare with truncated JSON (not original) - parse the truncated part to compare
-            from modules.shared.jsonUtils import closeJsonStructures, tryParseJson
+            # For error tests, verify repair worked
+            if jsonString:
+                self._log("  ✅ JSON repair successful - errors were fixed")
             
-            # Try to parse the truncated JSON part (with structures closed)
-            truncatedClosed = closeJsonStructures(partContent)
-            truncatedParsed, truncatedError, _ = tryParseJson(truncatedClosed)
-            
-            if truncatedParsed is not None:
-                # Compare completePart with the parsed truncated JSON
-                if isinstance(parsedCompletePart, dict) and isinstance(truncatedParsed, dict):
-                    comparison = self.compareJson(truncatedParsed, parsedCompletePart)
-                    self._log(f"  Comparison with truncated JSON (at cut position {cutPosition}):")
-                    self._log(f"    Exact match: {comparison['exactMatch']}")
-                    self._log(f"    Size match: {comparison['sizeMatch']}")
-                    if comparison['differences']:
-                        self._log(f"    Differences found: {len(comparison['differences'])}")
-                        for diff in comparison['differences'][:10]:  # Show first 10 differences
-                            self._log(f"      - {diff}")
-                        if len(comparison['differences']) > 10:
-                            self._log(f"      ... ({len(comparison['differences']) - 10} more differences)")
+            # For split JSON, compare with truncated JSON
+            if not isComplete and not jsonString:
+                # Compare with truncated JSON (not original) - parse the truncated part to compare
+                from modules.shared.jsonUtils import closeJsonStructures, tryParseJson
+                
+                # Try to parse the truncated JSON part (with structures closed)
+                truncatedClosed = closeJsonStructures(partContent)
+                truncatedParsed, truncatedError, _ = tryParseJson(truncatedClosed)
+                
+                if truncatedParsed is not None:
+                    # Compare completePart with the parsed truncated JSON
+                    if isinstance(parsedCompletePart, dict) and isinstance(truncatedParsed, dict):
+                        comparison = self.compareJson(truncatedParsed, parsedCompletePart)
+                        self._log(f"  Comparison with truncated JSON (at cut position {cutPosition}):")
+                        self._log(f"    Exact match: {comparison['exactMatch']}")
+                        self._log(f"    Size match: {comparison['sizeMatch']}")
+                        if comparison['differences']:
+                            self._log(f"    Differences found: {len(comparison['differences'])}")
+                            for diff in comparison['differences'][:10]:  # Show first 10 differences
+                                self._log(f"      - {diff}")
+                            if len(comparison['differences']) > 10:
+                                self._log(f"      ... ({len(comparison['differences']) - 10} more differences)")
+                        else:
+                            self._log("    No differences found - completePart matches truncated JSON structure")
+                    elif isinstance(parsedCompletePart, list) and isinstance(truncatedParsed, list):
+                        self._log(f"  Both are lists: truncated={len(truncatedParsed)} items, completePart={len(parsedCompletePart)} items")
                     else:
-                        self._log("    No differences found - completePart matches truncated JSON structure")
-                elif isinstance(parsedCompletePart, list) and isinstance(truncatedParsed, list):
-                    self._log(f"  Both are lists: truncated={len(truncatedParsed)} items, completePart={len(parsedCompletePart)} items")
+                        self._log(f"  Different types: truncated={type(truncatedParsed).__name__}, completePart={type(parsedCompletePart).__name__}")
                 else:
-                    self._log(f"  Different types: truncated={type(truncatedParsed).__name__}, completePart={type(parsedCompletePart).__name__}")
-            else:
-                self._log(f"  Could not parse truncated JSON for comparison (error: {truncatedError})")
+                    self._log(f"  Could not parse truncated JSON for comparison (error: {truncatedError})")
                 
         except json.JSONDecodeError as e:
             isValidJson = False
@@ -641,13 +637,15 @@ class JsonSplitMergeTester12:
             self._log(f"  ❌ completePart is NOT valid JSON")
             self._log(f"  Error: {jsonError}")
             self._log(f"  Error position: line {e.lineno}, column {e.colno}")
+            if jsonString:
+                self._log("  ❌ JSON repair FAILED - errors were not fixed")
         
         # Return test results
-        return {
+        result = {
             "success": isValidJson,
             "fileName": fileName,
             "originalSize": originalSize,
-            "cutPosition": cutPosition,
+            "cutPosition": cutPosition if not isComplete else None,
             "partSize": len(partContent),
             "overlapContextSize": len(contexts.overlapContext),
             "hierarchyContextSize": len(contexts.hierarchyContext),
@@ -655,8 +653,23 @@ class JsonSplitMergeTester12:
             "completePartSize": len(contexts.completePart),
             "isValidJson": isValidJson,
             "jsonError": jsonError,
-            "parsedCompletePart": parsedCompletePart is not None
+            "parsedCompletePart": parsedCompletePart is not None,
+            "jsonParsingSuccess": contexts.jsonParsingSuccess
         }
+        
+        # Add complete JSON specific checks
+        if isComplete:
+            result["overlapContextIsEmpty"] = contexts.overlapContext == ""
+            result["isComplete"] = True
+            # For complete JSON, success means overlapContext is empty AND valid JSON
+            result["success"] = isValidJson and (contexts.overlapContext == "")
+        
+        # Add error test specific checks
+        if jsonString:
+            result["hasErrors"] = True
+            result["repairSuccess"] = isValidJson
+        
+        return result
     
     async def testAllJsonFiles(self) -> Dict[str, Any]:
         """Test splitting and merging all test JSON files."""
@@ -723,11 +736,31 @@ class JsonSplitMergeTester12:
                 if result.get("success"):
                     successCount += 1
                     isValidJson = result.get("isValidJson", False)
-                    if isValidJson:
-                        print(f"✅ {fileName:30s}: Valid JSON - completePart parsed successfully")
+                    isComplete = result.get("isComplete", False)
+                    hasErrors = result.get("hasErrors", False)
+                    
+                    if isComplete:
+                        overlapEmpty = result.get("overlapContextIsEmpty", False)
+                        if isValidJson and overlapEmpty:
+                            print(f"✅ {fileName:30s}: Complete JSON - overlapContext='' and valid JSON")
+                        elif not overlapEmpty:
+                            print(f"⚠️  {fileName:30s}: Complete JSON but overlapContext not empty")
+                        else:
+                            jsonError = result.get("jsonError", "Unknown error")
+                            print(f"⚠️  {fileName:30s}: Complete JSON but not valid - {jsonError}")
+                    elif hasErrors:
+                        repairSuccess = result.get("repairSuccess", False)
+                        if repairSuccess:
+                            print(f"✅ {fileName:30s}: JSON with errors - repair successful")
+                        else:
+                            jsonError = result.get("jsonError", "Unknown error")
+                            print(f"❌ {fileName:30s}: JSON with errors - repair failed - {jsonError}")
                     else:
-                        jsonError = result.get("jsonError", "Unknown error")
-                        print(f"⚠️  {fileName:30s}: Contexts generated but completePart is not valid JSON - {jsonError}")
+                        if isValidJson:
+                            print(f"✅ {fileName:30s}: Valid JSON - completePart parsed successfully")
+                        else:
+                            jsonError = result.get("jsonError", "Unknown error")
+                            print(f"⚠️  {fileName:30s}: Contexts generated but completePart is not valid JSON - {jsonError}")
                 else:
                     error = result.get("error", "Unknown error")
                     print(f"❌ {fileName:30s}: FAILED - {error}")