restructure + add files

.gitattributes

@@ -2,3 +2,4 @@
 *.jsonl filter=lfs diff=lfs merge=lfs -text
 *.ndjson filter=lfs diff=lfs merge=lfs -text
 *.gz filter=lfs diff=lfs merge=lfs -text
+*.pdf filter=lfs diff=lfs merge=lfs -text

.gitignore

@@ -0,0 +1 @@
+.DS_Store

data/README.md

@@ -0,0 +1,30 @@
+# AI-NativeBench Data
+
+This `data/` directory contains the dataset for **"AI-NativeBench: An Open-Source White-Box Agentic Benchmark Suite for AI-Native Systems"**.
+
+It is split into two parts:
+
+- `raw/`: original, unmodified experimental data organized by model and task/architecture.
+- `processed/`: derived run artifacts, aggregated tables, figures, and analysis scripts built on top of the raw traces.
+
+## Directory overview
+
+```text
+data/
+├── raw/         # Raw experimental data (per-model, per task/architecture)
+└── processed/   # Processed results, aggregation outputs, figures, and scripts
+```
+
+## `raw/` (raw experimental data)
+
+- Organized hierarchically by **Model → Application/Architecture**.
+- Provides a white-box view of executions, including distributed tracing data.
+
+See `raw/README.md` for the full model list and task/architecture folder naming.
+
+## `processed/` (results & analysis artifacts)
+
+- Contains per-run outputs (e.g., `langfuse_trace.json`, extracted `execution_path.md`, run `metadata.json`, and task outputs).
+- Includes RQ-level analysis artifacts under `RQ1/`, `RQ2/`, `RQ3/` (CSVs, PDFs, and plotting/aggregation scripts).
+
+See `processed/README.md` for the detailed layout and reproduction entry points.

data/processed/DeepSeek-R1/BookWriter-A2A/test_results/run_20251107_155504/execution_path.md

@@ -0,0 +1,120 @@
+# Trace Execution Path
+
+**Trace ID**: `550ea6486728726b0ae7b61d60972a20`
+
+**Time**: 2025-11-07 07:55:04.410000+00:00
+
+**Project Type**: A2A (framework noise filtered)
+
+**write_a_book_with_flows Project Type**: A2A
+**Batch Annotation**: enabled (concurrent writing batch analysis)
+
+## Execution Path Tree
+
+```
+[SPAN] book_writing_orchestrator [∑ tokens: (99906→47810 [REASONING:21012, OUTPUT:26798], total: 147716), time: 891.56s]
+└─ [SPAN] crew_execution [∑ tokens: (99906→47810 [REASONING:21012, OUTPUT:26798], total: 147716), time: 891.56s]
+   ├─ [SPAN] generate_outline [∑ tokens: (24716→7431 [REASONING:1708, OUTPUT:5723], total: 32147), time: 286.62s]
+   │  └─ [SPAN] a2a_call_outline_generator [∑ tokens: (24716→7431 [REASONING:1708, OUTPUT:5723], total: 32147), time: 286.61s]
+   │     └─ [SPAN] outline_crew_server_execution [∑ tokens: (24716→7431 [REASONING:1708, OUTPUT:5723], total: 32147), time: 286.06s]
+   │        └─ [Chain] Crew_cea77bc2-211f-4afa-8f0b-5ece74a9270c.kickoff [∑ tokens: (24716→7431 [REASONING:1708, OUTPUT:5723], total: 32147), time: 285.62s]
+   │           ├─ [Crew Created] [∑ time: 2ms]
+   │           ├─ [AGENT] Expert Research Agent for Book Outline Planning._execute_core [∑ tokens: (22297→6631 [REASONING:1258, OUTPUT:5373], total: 28928), time: 252.91s]
+   │           │  ├─ [Task Created] [∑ time: 1ms]
+   │           │  ├─ [LLM] deepseek-reasoner (1721→3318 [REASONING:1258, OUTPUT:2060], total: 5039) [125.00s]
+   │           │  ├─ [LLM] deepseek-reasoner (3795→533 [REASONING:0, OUTPUT:533], total: 4328) [25.30s]
+   │           │  ├─ [Tool] extract_keywords._use [15ms]
+   │           │  ├─ [LLM] deepseek-reasoner (3383→100 [REASONING:0, OUTPUT:100], total: 3483) [9.31s]
+   │           │  ├─ [Tool] bocha_websearch_tool._use [430ms]
+   │           │  ├─ [LLM] deepseek-reasoner (3494→111 [REASONING:0, OUTPUT:111], total: 3605) [7.17s]
+   │           │  ├─ [Tool] bocha_websearch_tool._use [345ms]
+   │           │  ├─ [LLM] deepseek-reasoner (4952→1433 [REASONING:0, OUTPUT:1433], total: 6385) [52.28s]
+   │           │  └─ [LLM] deepseek-reasoner (4952→1136 [REASONING:0, OUTPUT:1136], total: 6088) [32.99s]
+   │           └─ [AGENT] Strategic Book Structure Architect._execute_core [∑ tokens: (2419→800 [REASONING:450, OUTPUT:350], total: 3219), time: 32.67s]
+   │              ├─ [Task Created]
+   │              └─ [LLM] deepseek-reasoner (2419→800 [REASONING:450, OUTPUT:350], total: 3219) [32.65s]
+   ├─ [SPAN] write_chapters [∑ tokens: (58836→39834 [REASONING:19048, OUTPUT:20786], total: 98670), time: 579.83s]
+   │  ├─ [SPAN] a2a_call_chapter_writer_(the_veiled_tournament's_openin) [∑ tokens: (11260→5501 [REASONING:1362, OUTPUT:4139], total: 16761), time: 200.95s]
+   │  │  └─ [SPAN] chapter_writer_server_execution [∑ tokens: (11260→5501 [REASONING:1362, OUTPUT:4139], total: 16761), time: 200.73s]
+   │  │     └─ [Chain] Crew_7a1e2db5-c380-44e0-a6e6-015281ca5646.kickoff [∑ tokens: (11260→5501 [REASONING:1362, OUTPUT:4139], total: 16761), time: 199.37s] 📚BATCH1 (The Veiled Tournament's Opening Moves)
+   │  │        ├─ [Crew Created] [∑ time: 4ms]
+   │  │        ├─ [AGENT] Specialized Chapter Research Agent._execute_core [∑ tokens: (8746→1879 [REASONING:923, OUTPUT:956], total: 10625), time: 74.66s]
+   │  │        │  ├─ [Task Created]
+   │  │        │  ├─ [LLM] deepseek-reasoner (2336→1674 [REASONING:923, OUTPUT:751], total: 4010) [62.75s]
+   │  │        │  ├─ [LLM] deepseek-reasoner (3100→165 [REASONING:0, OUTPUT:165], total: 3265) [8.04s]
+   │  │        │  ├─ [Tool] extract_keywords._use [11ms]
+   │  │        │  └─ [LLM] deepseek-reasoner (3310→40 [REASONING:0, OUTPUT:40], total: 3350) [3.46s]
+   │  │        └─ [AGENT] Professional Chapter Content Writer._execute_core [∑ tokens: (2514→3622 [REASONING:439, OUTPUT:3183], total: 6136), time: 124.66s]
+   │  │           ├─ [Task Created] [∑ time: 1ms]
+   │  │           └─ [LLM] deepseek-reasoner (2514→3622 [REASONING:439, OUTPUT:3183], total: 6136) [124.64s]
+   │  ├─ [SPAN] a2a_call_chapter_writer_(mirrors_of_deeper_truths_revea) [∑ tokens: (24944→12489 [REASONING:4756, OUTPUT:7733], total: 37433), time: 449.82s]
+   │  │  └─ [SPAN] chapter_writer_server_execution [∑ tokens: (24944→12489 [REASONING:4756, OUTPUT:7733], total: 37433), time: 448.54s]
+   │  │     └─ [Chain] Crew_a6a8b9be-43eb-456e-bbb3-00d2a93f0324.kickoff [∑ tokens: (24944→12489 [REASONING:4756, OUTPUT:7733], total: 37433), time: 448.42s] 📚BATCH1 (Mirrors of Deeper Truths Revealed)
+   │  │        ├─ [Crew Created] [∑ time: 4ms]
+   │  │        ├─ [AGENT] Specialized Chapter Research Agent._execute_core [∑ tokens: (21670→9191 [REASONING:3352, OUTPUT:5839], total: 30861), time: 330.01s]
+   │  │        │  ├─ [Task Created]
+   │  │        │  ├─ [LLM] deepseek-reasoner (2343→768 [REASONING:675, OUTPUT:93], total: 3111) [30.78s]
+   │  │        │  ├─ [Tool] bocha_websearch_tool._use [374ms]
+   │  │        │  ├─ [LLM] deepseek-reasoner (2445→2944 [REASONING:0, OUTPUT:2944], total: 5389) [107.37s]
+   │  │        │  ├─ [Tool] extract_keywords._use [13ms]
+   │  │        │  ├─ [LLM] deepseek-reasoner (2721→156 [REASONING:0, OUTPUT:156], total: 2877) [7.00s]
+   │  │        │  ├─ [Tool] extract_keywords._use [4ms]
+   │  │        │  ├─ [LLM] deepseek-reasoner (3494→0 [REASONING:0, OUTPUT:0], total: 3494) [1.40s]
+   │  │        │  ├─ [LLM] deepseek-reasoner (2343→2748 [REASONING:2677, OUTPUT:71], total: 5091) [95.72s]
+   │  │        │  ├─ [Tool] bocha_websearch_tool._use [361ms]
+   │  │        │  ├─ [LLM] deepseek-reasoner (2423→149 [REASONING:0, OUTPUT:149], total: 2572) [7.16s]
+   │  │        │  ├─ [Tool] bocha_websearch_tool._use [367ms]
+   │  │        │  ├─ [LLM] deepseek-reasoner (2583→132 [REASONING:0, OUTPUT:132], total: 2715) [6.31s]
+   │  │        │  ├─ [Tool] bocha_websearch_tool._use [367ms]
+   │  │        │  └─ [LLM] deepseek-reasoner (3318→2294 [REASONING:0, OUTPUT:2294], total: 5612) [72.70s]
+   │  │        └─ [AGENT] Professional Chapter Content Writer._execute_core [∑ tokens: (3274→3298 [REASONING:1404, OUTPUT:1894], total: 6572), time: 118.38s]
+   │  │           ├─ [Task Created]
+   │  │           └─ [LLM] deepseek-reasoner (3274→3298 [REASONING:1404, OUTPUT:1894], total: 6572) [118.35s]
+   │  ├─ [SPAN] a2a_call_chapter_writer_(escalation_through_shattered_p) [∑ tokens: (10880→16838 [REASONING:10457, OUTPUT:6381], total: 27718), time: 579.31s]
+   │  │  └─ [SPAN] chapter_writer_server_execution [∑ tokens: (10880→16838 [REASONING:10457, OUTPUT:6381], total: 27718), time: 578.13s]
+   │  │     └─ [Chain] Crew_537831dc-2af5-42b4-913f-96f9ebcbefb1.kickoff [∑ tokens: (10880→16838 [REASONING:10457, OUTPUT:6381], total: 27718), time: 578.03s] 📚BATCH1 (Escalation Through Shattered Perceptions)
+   │  │        ├─ [Crew Created] [∑ time: 4ms]
+   │  │        ├─ [AGENT] Specialized Chapter Research Agent._execute_core [∑ tokens: (7307→3397 [REASONING:1460, OUTPUT:1937], total: 10704), time: 134.07s]
+   │  │        │  ├─ [Task Created]
+   │  │        │  ├─ [LLM] deepseek-reasoner (2318→1580 [REASONING:1460, OUTPUT:120], total: 3898) [61.70s]
+   │  │        │  ├─ [Tool] bocha_websearch_tool._use [368ms]
+   │  │        │  ├─ [LLM] deepseek-reasoner (2447→82 [REASONING:0, OUTPUT:82], total: 2529) [5.44s]
+   │  │        │  ├─ [Tool] bocha_websearch_tool._use [358ms]
+   │  │        │  └─ [LLM] deepseek-reasoner (2542→1735 [REASONING:0, OUTPUT:1735], total: 4277) [66.17s]
+   │  │        └─ [AGENT] Professional Chapter Content Writer._execute_core [∑ tokens: (3573→13441 [REASONING:8997, OUTPUT:4444], total: 17014), time: 443.92s]
+   │  │           ├─ [Task Created]
+   │  │           ├─ [LLM] deepseek-reasoner (3187→7218 [REASONING:3122, OUTPUT:4096], total: 10405) [247.84s]
+   │  │           └─ [LLM] deepseek-reasoner (386→6223 [REASONING:5875, OUTPUT:348], total: 6609) [196.06s]
+   │  └─ [SPAN] a2a_call_chapter_writer_(the_ultimate_illusion's_realit) [∑ tokens: (11752→5006 [REASONING:2473, OUTPUT:2533], total: 16758), time: 200.94s]
+   │     └─ [SPAN] chapter_writer_server_execution [∑ tokens: (11752→5006 [REASONING:2473, OUTPUT:2533], total: 16758), time: 199.11s]
+   │        └─ [Chain] Crew_32101e25-6245-4e79-8682-c2dd18acdaf9.kickoff [∑ tokens: (11752→5006 [REASONING:2473, OUTPUT:2533], total: 16758), time: 199.01s] 📚BATCH1 (The Ultimate Illusion's Reality Unmaking)
+   │           ├─ [Crew Created] [∑ time: 2ms]
+   │           ├─ [AGENT] Specialized Chapter Research Agent._execute_core [∑ tokens: (7887→2758 [REASONING:862, OUTPUT:1896], total: 10645), time: 114.09s]
+   │           │  ├─ [Task Created]
+   │           │  ├─ [LLM] deepseek-reasoner (2328→984 [REASONING:862, OUTPUT:122], total: 3312) [41.85s]
+   │           │  ├─ [Tool] bocha_websearch_tool._use [357ms]
+   │           │  ├─ [LLM] deepseek-reasoner (2459→562 [REASONING:0, OUTPUT:562], total: 3021) [24.35s]
+   │           │  ├─ [Tool] extract_keywords._use [13ms]
+   │           │  └─ [LLM] deepseek-reasoner (3100→1212 [REASONING:0, OUTPUT:1212], total: 4312) [47.50s]
+   │           └─ [AGENT] Professional Chapter Content Writer._execute_core [∑ tokens: (3865→2248 [REASONING:1611, OUTPUT:637], total: 6113), time: 84.87s]
+   │              ├─ [Task Created] [∑ time: 1ms]
+   │              ├─ [LLM] deepseek-reasoner (3277→644 [REASONING:100, OUTPUT:544], total: 3921) [26.18s]
+   │              └─ [LLM] deepseek-reasoner (588→1604 [REASONING:1511, OUTPUT:93], total: 2192) [58.66s]
+   └─ [SPAN] review_book [∑ tokens: (16354→545 [REASONING:256, OUTPUT:289], total: 16899), time: 25.11s]
+      └─ [SPAN] a2a_call_book_reviewer [∑ tokens: (16354→545 [REASONING:256, OUTPUT:289], total: 16899), time: 25.11s]
+         └─ [SPAN] book_reviewer_server_execution [∑ tokens: (16354→545 [REASONING:256, OUTPUT:289], total: 16899), time: 24.67s]
+            └─ [Chain] Crew_f905e773-57dd-4576-8f79-de604669a82c.kickoff [∑ tokens: (16354→545 [REASONING:256, OUTPUT:289], total: 16899), time: 24.20s]
+               ├─ [Crew Created] [∑ time: 2ms]
+               └─ [AGENT] Senior Book Editor and Quality Assurance Specialist._execute_core [∑ tokens: (16354→545 [REASONING:256, OUTPUT:289], total: 16899), time: 24.18s]
+                  ├─ [Task Created] [∑ time: 1ms]
+                  ├─ [LLM] deepseek-reasoner (5287→418 [REASONING:256, OUTPUT:162], total: 5705) [15.33s]
+                  ├─ [LLM] deepseek-reasoner (5462→118 [REASONING:0, OUTPUT:118], total: 5580) [6.60s]
+                  ├─ [Tool] count_book_words._use [12ms]
+                  └─ [LLM] deepseek-reasoner (5605→9 [REASONING:0, OUTPUT:9], total: 5614) [2.17s]
+```
+
+## Statistics
+
+- **Original observations**: 3066
+- **Observations after filtering**: 114
+- **Filtered**: 2952 nodes

data/processed/DeepSeek-R1/BookWriter-A2A/test_results/run_20251107_161133/execution_path.md

@@ -0,0 +1,115 @@
+# Trace Execution Path
+
+**Trace ID**: `031584a8b331fbbce8a753671a3b3b5d`
+
+**Time**: 2025-11-07 08:11:33.685000+00:00
+
+**Project Type**: A2A (framework noise filtered)
+
+**write_a_book_with_flows Project Type**: A2A
+**Batch Annotation**: enabled (concurrent writing batch analysis)
+
+## Execution Path Tree
+
+```
+[SPAN] book_writing_orchestrator [∑ tokens: (82980→44091 [REASONING:22529, OUTPUT:21562], total: 127071), time: 1103.76s]
+└─ [SPAN] crew_execution [∑ tokens: (82980→44091 [REASONING:22529, OUTPUT:21562], total: 127071), time: 1103.76s]
+   ├─ [SPAN] generate_outline [∑ tokens: (10682→6751 [REASONING:2247, OUTPUT:4504], total: 17433), time: 251.39s]
+   │  └─ [SPAN] a2a_call_outline_generator [∑ tokens: (10682→6751 [REASONING:2247, OUTPUT:4504], total: 17433), time: 251.39s]
+   │     └─ [SPAN] outline_crew_server_execution [∑ tokens: (10682→6751 [REASONING:2247, OUTPUT:4504], total: 17433), time: 250.86s]
+   │        └─ [Chain] Crew_62d56341-0857-4d8f-8158-560a137188ed.kickoff [∑ tokens: (10682→6751 [REASONING:2247, OUTPUT:4504], total: 17433), time: 250.77s]
+   │           ├─ [Crew Created] [∑ time: 2ms]
+   │           ├─ [AGENT] Expert Research Agent for Book Outline Planning._execute_core [∑ tokens: (8191→5263 [REASONING:1174, OUTPUT:4089], total: 13454), time: 195.45s]
+   │           │  ├─ [Task Created]
+   │           │  ├─ [LLM] deepseek-reasoner (1711→1267 [REASONING:1174, OUTPUT:93], total: 2978) [46.71s]
+   │           │  ├─ [Tool] bocha_websearch_tool._use [356ms]
+   │           │  ├─ [LLM] deepseek-reasoner (1813→83 [REASONING:0, OUTPUT:83], total: 1896) [4.15s]
+   │           │  ├─ [Tool] bocha_websearch_tool._use [360ms]
+   │           │  ├─ [LLM] deepseek-reasoner (1905→256 [REASONING:0, OUTPUT:256], total: 2161) [9.88s]
+   │           │  ├─ [Tool] bocha_websearch_tool._use [369ms]
+   │           │  └─ [LLM] deepseek-reasoner (2762→3657 [REASONING:0, OUTPUT:3657], total: 6419) [133.58s]
+   │           └─ [AGENT] Strategic Book Structure Architect._execute_core [∑ tokens: (2491→1488 [REASONING:1073, OUTPUT:415], total: 3979), time: 55.28s]
+   │              ├─ [Task Created]
+   │              └─ [LLM] deepseek-reasoner (2491→1488 [REASONING:1073, OUTPUT:415], total: 3979) [55.27s]
+   ├─ [SPAN] write_chapters [∑ tokens: (55674→36824 [REASONING:20098, OUTPUT:16726], total: 92498), time: 826.67s]
+   │  ├─ [SPAN] a2a_call_chapter_writer_(the_throne's_shadow:_imperial_) [∑ tokens: (7476→8262 [REASONING:6575, OUTPUT:1687], total: 15738), time: 318.17s]
+   │  │  └─ [SPAN] chapter_writer_server_execution [∑ tokens: (7476→8262 [REASONING:6575, OUTPUT:1687], total: 15738), time: 317.60s]
+   │  │     └─ [Chain] Crew_f113ceb6-4299-4b83-a961-e24efacc8b38.kickoff [∑ tokens: (7476→8262 [REASONING:6575, OUTPUT:1687], total: 15738), time: 317.51s] 📚BATCH1 (The Throne's Shadow: Imperial Court Dynamics)
+   │  │        ├─ [Crew Created] [∑ time: 3ms]
+   │  │        ├─ [AGENT] Specialized Chapter Research Agent._execute_core [∑ tokens: (4624→2456 [REASONING:1206, OUTPUT:1250], total: 7080), time: 123.86s]
+   │  │        │  ├─ [Task Created]
+   │  │        │  ├─ [LLM] deepseek-reasoner (2245→1328 [REASONING:1206, OUTPUT:122], total: 3573) [82.50s]
+   │  │        │  ├─ [Tool] bocha_websearch_tool._use [356ms]
+   │  │        │  └─ [LLM] deepseek-reasoner (2379→1128 [REASONING:0, OUTPUT:1128], total: 3507) [40.98s]
+   │  │        └─ [AGENT] Professional Chapter Content Writer._execute_core [∑ tokens: (2852→5806 [REASONING:5369, OUTPUT:437], total: 8658), time: 193.61s]
+   │  │           ├─ [Task Created]
+   │  │           ├─ [LLM] deepseek-reasoner (2591→818 [REASONING:601, OUTPUT:217], total: 3409) [27.86s]
+   │  │           └─ [LLM] deepseek-reasoner (261→4988 [REASONING:4768, OUTPUT:220], total: 5249) [165.73s]
+   │  ├─ [SPAN] a2a_call_chapter_writer_(whispered_steel:_covert_operat) [∑ tokens: (10230→14362 [REASONING:11043, OUTPUT:3319], total: 24592), time: 826.15s]
+   │  │  └─ [SPAN] chapter_writer_server_execution [∑ tokens: (10230→14362 [REASONING:11043, OUTPUT:3319], total: 24592), time: 825.49s]
+   │  │     └─ [Chain] Crew_d2ce299f-0e3c-478e-8acd-15864ee805ca.kickoff [∑ tokens: (10230→14362 [REASONING:11043, OUTPUT:3319], total: 24592), time: 825.40s] 📚BATCH1 (Whispered Steel: Covert Operations and Betrayal)
+   │  │        ├─ [Crew Created] [∑ time: 3ms]
+   │  │        ├─ [AGENT] Specialized Chapter Research Agent._execute_core [∑ tokens: (7115→2755 [REASONING:2509, OUTPUT:246], total: 9870), time: 150.15s]
+   │  │        │  ├─ [Task Created]
+   │  │        │  ├─ [LLM] deepseek-reasoner (2246→2621 [REASONING:2509, OUTPUT:112], total: 4867) [142.46s]
+   │  │        │  ├─ [Tool] bocha_websearch_tool._use [375ms]
+   │  │        │  ├─ [LLM] deepseek-reasoner (2368→121 [REASONING:0, OUTPUT:121], total: 2489) [5.00s]
+   │  │        │  ├─ [Tool] bocha_websearch_tool._use [349ms]
+   │  │        │  └─ [LLM] deepseek-reasoner (2501→13 [REASONING:0, OUTPUT:13], total: 2514) [1.93s]
+   │  │        └─ [AGENT] Professional Chapter Content Writer._execute_core [∑ tokens: (3115→11607 [REASONING:8534, OUTPUT:3073], total: 14722), time: 675.20s]
+   │  │           ├─ [Task Created] [∑ time: 1ms]
+   │  │           ├─ [LLM] deepseek-reasoner (2396→5069 [REASONING:2714, OUTPUT:2355], total: 7465) [179.60s]
+   │  │           └─ [LLM] deepseek-reasoner (719→6538 [REASONING:5820, OUTPUT:718], total: 7257) [495.58s]
+   │  ├─ [SPAN] a2a_call_chapter_writer_(fractured_empires:_diplomacy's) [∑ tokens: (10270→6239 [REASONING:2194, OUTPUT:4045], total: 16509), time: 232.96s]
+   │  │  └─ [SPAN] chapter_writer_server_execution [∑ tokens: (10270→6239 [REASONING:2194, OUTPUT:4045], total: 16509), time: 231.94s]
+   │  │     └─ [Chain] Crew_cffed8bc-115d-406e-bdbf-e11fe5ff7dc0.kickoff [∑ tokens: (10270→6239 [REASONING:2194, OUTPUT:4045], total: 16509), time: 231.84s] 📚BATCH1 (Fractured Empires: Diplomacy's Last Stand)
+   │  │        ├─ [Crew Created] [∑ time: 4ms]
+   │  │        ├─ [AGENT] Specialized Chapter Research Agent._execute_core [∑ tokens: (7273→2754 [REASONING:1756, OUTPUT:998], total: 10027), time: 108.46s]
+   │  │        │  ├─ [Task Created]
+   │  │        │  ├─ [LLM] deepseek-reasoner (2243→1877 [REASONING:1756, OUTPUT:121], total: 4120) [71.14s]
+   │  │        │  ├─ [Tool] bocha_websearch_tool._use [362ms]
+   │  │        │  ├─ [LLM] deepseek-reasoner (2374→176 [REASONING:0, OUTPUT:176], total: 2550) [7.88s]
+   │  │        │  ├─ [Tool] extract_keywords._use [12ms]
+   │  │        │  └─ [LLM] deepseek-reasoner (2656→701 [REASONING:0, OUTPUT:701], total: 3357) [29.04s]
+   │  │        └─ [AGENT] Professional Chapter Content Writer._execute_core [∑ tokens: (2997→3485 [REASONING:438, OUTPUT:3047], total: 6482), time: 123.33s]
+   │  │           ├─ [Task Created] [∑ time: 1ms]
+   │  │           └─ [LLM] deepseek-reasoner (2997→3485 [REASONING:438, OUTPUT:3047], total: 6482) [123.31s]
+   │  └─ [SPAN] a2a_call_chapter_writer_(quantum_gambits:_high-stakes_n) [∑ tokens: (27698→7961 [REASONING:286, OUTPUT:7675], total: 35659), time: 335.00s]
+   │     └─ [SPAN] chapter_writer_server_execution [∑ tokens: (27698→7961 [REASONING:286, OUTPUT:7675], total: 35659), time: 334.13s]
+   │        └─ [Chain] Crew_2a0c06f9-0d91-487c-a5f3-6b8caefa7780.kickoff [∑ tokens: (27698→7961 [REASONING:286, OUTPUT:7675], total: 35659), time: 334.03s] 📚BATCH1 (Quantum Gambits: High-Stakes Negotiations)
+   │           ├─ [Crew Created] [∑ time: 3ms]
+   │           ├─ [AGENT] Specialized Chapter Research Agent._execute_core [∑ tokens: (24248→4464 [REASONING:0, OUTPUT:4464], total: 28712), time: 195.65s]
+   │           │  ├─ [Task Created]
+   │           │  ├─ [LLM] deepseek-reasoner (2232→562 [REASONING:0, OUTPUT:562], total: 2794) [44.27s]
+   │           │  ├─ [Tool] bocha_websearch_tool._use [374ms]
+   │           │  ├─ [LLM] deepseek-reasoner (2345→115 [REASONING:0, OUTPUT:115], total: 2460) [5.30s]
+   │           │  ├─ [Tool] bocha_websearch_tool._use [367ms]
+   │           │  ├─ [LLM] deepseek-reasoner (2472→671 [REASONING:0, OUTPUT:671], total: 3143) [24.65s]
+   │           │  ├─ [Tool] extract_keywords._use [11ms]
+   │           │  ├─ [LLM] deepseek-reasoner (3808→219 [REASONING:0, OUTPUT:219], total: 4027) [9.80s]
+   │           │  ├─ [Tool] bocha_websearch_tool._use [372ms]
+   │           │  ├─ [LLM] deepseek-reasoner (4035→202 [REASONING:0, OUTPUT:202], total: 4237) [8.54s]
+   │           │  ├─ [Tool] extract_keywords._use [11ms]
+   │           │  ├─ [LLM] deepseek-reasoner (4678→1580 [REASONING:0, OUTPUT:1580], total: 6258) [62.62s]
+   │           │  └─ [LLM] deepseek-reasoner (4678→1115 [REASONING:0, OUTPUT:1115], total: 5793) [39.27s]
+   │           └─ [AGENT] Professional Chapter Content Writer._execute_core [∑ tokens: (3450→3497 [REASONING:286, OUTPUT:3211], total: 6947), time: 138.34s]
+   │              ├─ [Task Created] [∑ time: 1ms]
+   │              └─ [LLM] deepseek-reasoner (3450→3497 [REASONING:286, OUTPUT:3211], total: 6947) [138.32s]
+   └─ [SPAN] review_book [∑ tokens: (16624→516 [REASONING:184, OUTPUT:332], total: 17140), time: 25.69s]
+      └─ [SPAN] a2a_call_book_reviewer [∑ tokens: (16624→516 [REASONING:184, OUTPUT:332], total: 17140), time: 25.69s]
+         └─ [SPAN] book_reviewer_server_execution [∑ tokens: (16624→516 [REASONING:184, OUTPUT:332], total: 17140), time: 24.92s]
+            └─ [Chain] Crew_ce20c294-26f6-455b-9bd1-6a3ffe9aac69.kickoff [∑ tokens: (16624→516 [REASONING:184, OUTPUT:332], total: 17140), time: 24.82s]
+               ├─ [Crew Created] [∑ time: 1ms]
+               └─ [AGENT] Senior Book Editor and Quality Assurance Specialist._execute_core [∑ tokens: (16624→516 [REASONING:184, OUTPUT:332], total: 17140), time: 24.80s]
+                  ├─ [Task Created]
+                  ├─ [LLM] deepseek-reasoner (5362→348 [REASONING:184, OUTPUT:164], total: 5710) [14.09s]
+                  ├─ [LLM] deepseek-reasoner (5540→158 [REASONING:0, OUTPUT:158], total: 5698) [7.81s]
+                  ├─ [Tool] count_book_words._use [11ms]
+                  └─ [LLM] deepseek-reasoner (5722→10 [REASONING:0, OUTPUT:10], total: 5732) [2.85s]
+```
+
+## Statistics
+
+- **Original observations**: 3626
+- **Observations after filtering**: 108
+- **Filtered**: 3518 nodes

data/processed/DeepSeek-R1/BookWriter-A2A/test_results/run_20251107_163135/execution_path.md

@@ -0,0 +1,111 @@
+# Trace Execution Path
+
+**Trace ID**: `36930d25242e1a84ee54245fb44a7af4`
+
+**Time**: 2025-11-07 08:31:35.162000+00:00
+
+**Project Type**: A2A (framework noise filtered)
+
+**write_a_book_with_flows Project Type**: A2A
+**Batch Annotation**: enabled (concurrent writing batch analysis)
+
+## Execution Path Tree
+
+```
+[SPAN] book_writing_orchestrator [∑ tokens: (127346→39387 [REASONING:15684, OUTPUT:23703], total: 166733), time: 949.15s]
+└─ [SPAN] crew_execution [∑ tokens: (127346→39387 [REASONING:15684, OUTPUT:23703], total: 166733), time: 949.15s]
+   ├─ [SPAN] generate_outline [∑ tokens: (5211→5594 [REASONING:1819, OUTPUT:3775], total: 10805), time: 226.59s]
+   │  └─ [SPAN] a2a_call_outline_generator [∑ tokens: (5211→5594 [REASONING:1819, OUTPUT:3775], total: 10805), time: 226.59s]
+   │     └─ [SPAN] outline_crew_server_execution [∑ tokens: (5211→5594 [REASONING:1819, OUTPUT:3775], total: 10805), time: 226.06s]
+   │        └─ [Chain] Crew_d1f8e85a-2c84-4a0d-a2fb-cc990bc246b7.kickoff [∑ tokens: (5211→5594 [REASONING:1819, OUTPUT:3775], total: 10805), time: 225.96s]
+   │           ├─ [Crew Created] [∑ time: 2ms]
+   │           ├─ [AGENT] Expert Research Agent for Book Outline Planning._execute_core [∑ tokens: (3745→4554 [REASONING:1055, OUTPUT:3499], total: 8299), time: 188.24s]
+   │           │  ├─ [Task Created] [∑ time: 1ms]
+   │           │  ├─ [LLM] deepseek-reasoner (1764→1257 [REASONING:1055, OUTPUT:202], total: 3021) [87.54s]
+   │           │  └─ [LLM] deepseek-reasoner (1981→3297 [REASONING:0, OUTPUT:3297], total: 5278) [100.66s]
+   │           └─ [AGENT] Strategic Book Structure Architect._execute_core [∑ tokens: (1466→1040 [REASONING:764, OUTPUT:276], total: 2506), time: 37.69s]
+   │              ├─ [Task Created]
+   │              └─ [LLM] deepseek-reasoner (1466→1040 [REASONING:764, OUTPUT:276], total: 2506) [37.67s]
+   ├─ [SPAN] write_chapters [∑ tokens: (73539→30309 [REASONING:13510, OUTPUT:16799], total: 103848), time: 593.89s]
+   │  ├─ [SPAN] a2a_call_chapter_writer_(echoes_in_the_abyss:_first_spa) [∑ tokens: (13777→6212 [REASONING:2142, OUTPUT:4070], total: 19989), time: 227.11s]
+   │  │  └─ [SPAN] chapter_writer_server_execution [∑ tokens: (13777→6212 [REASONING:2142, OUTPUT:4070], total: 19989), time: 226.22s]
+   │  │     └─ [Chain] Crew_11f99fc4-ad24-4128-88a5-e70738149a43.kickoff [∑ tokens: (13777→6212 [REASONING:2142, OUTPUT:4070], total: 19989), time: 226.12s] 📚BATCH1 (Echoes in the Abyss: First Sparks of Intellect)
+   │  │        ├─ [Crew Created] [∑ time: 5ms]
+   │  │        ├─ [AGENT] Specialized Chapter Research Agent._execute_core [∑ tokens: (10769→1772 [REASONING:625, OUTPUT:1147], total: 12541), time: 70.79s]
+   │  │        │  ├─ [Task Created] [∑ time: 1ms]
+   │  │        │  ├─ [LLM] deepseek-reasoner (2295→752 [REASONING:625, OUTPUT:127], total: 3047) [25.15s]
+   │  │        │  ├─ [Tool] bocha_websearch_tool._use [458ms]
+   │  │        │  ├─ [LLM] deepseek-reasoner (2431→143 [REASONING:0, OUTPUT:143], total: 2574) [6.83s]
+   │  │        │  ├─ [Tool] bocha_websearch_tool._use [376ms]
+   │  │        │  ├─ [LLM] deepseek-reasoner (2586→178 [REASONING:0, OUTPUT:178], total: 2764) [8.74s]
+   │  │        │  ├─ [Tool] extract_keywords._use [11ms]
+   │  │        │  └─ [LLM] deepseek-reasoner (3457→699 [REASONING:0, OUTPUT:699], total: 4156) [29.18s]
+   │  │        └─ [AGENT] Professional Chapter Content Writer._execute_core [∑ tokens: (3008→4440 [REASONING:1517, OUTPUT:2923], total: 7448), time: 155.29s]
+   │  │           ├─ [Task Created]
+   │  │           └─ [LLM] deepseek-reasoner (3008→4440 [REASONING:1517, OUTPUT:2923], total: 7448) [155.27s]
+   │  ├─ [SPAN] a2a_call_chapter_writer_(shipwrecked_will:_currents_of_) [∑ tokens: (33911→15922 [REASONING:6674, OUTPUT:9248], total: 49833), time: 541.61s]
+   │  │  └─ [SPAN] chapter_writer_server_execution [∑ tokens: (33911→15922 [REASONING:6674, OUTPUT:9248], total: 49833), time: 540.77s]
+   │  │     └─ [Chain] Crew_e0db1762-1bc9-4b0a-a917-e1bcf6d0329c.kickoff [∑ tokens: (33911→15922 [REASONING:6674, OUTPUT:9248], total: 49833), time: 540.67s] 📚BATCH1 (Shipwrecked Will: Currents of Choice and Fate)
+   │  │        ├─ [Crew Created] [∑ time: 5ms]
+   │  │        ├─ [AGENT] Specialized Chapter Research Agent._execute_core [∑ tokens: (4709→1067 [REASONING:832, OUTPUT:235], total: 5776), time: 40.88s]
+   │  │        │  ├─ [Task Created]
+   │  │        │  ├─ [LLM] deepseek-reasoner (2284→964 [REASONING:832, OUTPUT:132], total: 3248) [33.38s]
+   │  │        │  ├─ [Tool] bocha_websearch_tool._use [361ms]
+   │  │        │  └─ [LLM] deepseek-reasoner (2425→103 [REASONING:0, OUTPUT:103], total: 2528) [7.11s]
+   │  │        └─ [AGENT] Professional Chapter Content Writer._execute_core [∑ tokens: (29202→14855 [REASONING:5842, OUTPUT:9013], total: 44057), time: 499.75s]
+   │  │           ├─ [Task Created]
+   │  │           ├─ [LLM] deepseek-reasoner (2433→4703 [REASONING:607, OUTPUT:4096], total: 7136) [150.23s]
+   │  │           ├─ [LLM] deepseek-reasoner (7271→985 [REASONING:0, OUTPUT:985], total: 8256) [31.25s]
+   │  │           ├─ [Tool] analyze_chapter_quality._use [16ms]
+   │  │           ├─ [LLM] deepseek-reasoner (8313→1069 [REASONING:0, OUTPUT:1069], total: 9382) [37.91s]
+   │  │           ├─ [Tool] validate_markdown_structure._use [13ms]
+   │  │           ├─ [LLM] deepseek-reasoner (9347→1989 [REASONING:0, OUTPUT:1989], total: 11336) [62.53s]
+   │  │           └─ [LLM] deepseek-reasoner (1838→6109 [REASONING:5235, OUTPUT:874], total: 7947) [217.72s]
+   │  └─ [SPAN] a2a_call_chapter_writer_(silent_depths:_the_unspoken_la) [∑ tokens: (25851→8175 [REASONING:4694, OUTPUT:3481], total: 34026), time: 593.37s]
+   │     └─ [SPAN] chapter_writer_server_execution [∑ tokens: (25851→8175 [REASONING:4694, OUTPUT:3481], total: 34026), time: 592.46s]
+   │        └─ [Chain] Crew_7fc145c3-1435-4f8a-9a58-c83443e16a09.kickoff [∑ tokens: (25851→8175 [REASONING:4694, OUTPUT:3481], total: 34026), time: 592.35s] 📚BATCH1 (Silent Depths: The Unspoken Language of Souls)
+   │           ├─ [Crew Created] [∑ time: 2ms]
+   │           ├─ [AGENT] Specialized Chapter Research Agent._execute_core [∑ tokens: (22881→4250 [REASONING:1536, OUTPUT:2714], total: 27131), time: 157.00s]
+   │           │  ├─ [Task Created]
+   │           │  ├─ [LLM] deepseek-reasoner (2269→1642 [REASONING:1536, OUTPUT:106], total: 3911) [56.78s]
+   │           │  ├─ [Tool] bocha_websearch_tool._use [359ms]
+   │           │  ├─ [LLM] deepseek-reasoner (2384→155 [REASONING:0, OUTPUT:155], total: 2539) [7.79s]
+   │           │  ├─ [Tool] extract_keywords._use [12ms]
+   │           │  ├─ [LLM] deepseek-reasoner (2643→109 [REASONING:0, OUTPUT:109], total: 2752) [5.19s]
+   │           │  ├─ [Tool] extract_keywords._use [3ms]
+   │           │  ├─ [LLM] deepseek-reasoner (3355→181 [REASONING:0, OUTPUT:181], total: 3536) [9.18s]
+   │           │  ├─ [Tool] extract_keywords._use [2ms]
+   │           │  ├─ [LLM] deepseek-reasoner (3560→266 [REASONING:0, OUTPUT:266], total: 3826) [10.39s]
+   │           │  ├─ [Tool] extract_keywords._use [11ms]
+   │           │  ├─ [LLM] deepseek-reasoner (4335→1272 [REASONING:0, OUTPUT:1272], total: 5607) [44.28s]
+   │           │  └─ [LLM] deepseek-reasoner (4335→625 [REASONING:0, OUTPUT:625], total: 4960) [22.94s]
+   │           └─ [AGENT] Professional Chapter Content Writer._execute_core [∑ tokens: (2970→3925 [REASONING:3158, OUTPUT:767], total: 6895), time: 435.32s]
+   │              ├─ [Task Created]
+   │              └─ [LLM] deepseek-reasoner (2970→3925 [REASONING:3158, OUTPUT:767], total: 6895) [435.30s]
+   └─ [SPAN] review_book [∑ tokens: (48596→3484 [REASONING:355, OUTPUT:3129], total: 52080), time: 128.67s]
+      └─ [SPAN] a2a_call_book_reviewer [∑ tokens: (48596→3484 [REASONING:355, OUTPUT:3129], total: 52080), time: 128.67s]
+         └─ [SPAN] book_reviewer_server_execution [∑ tokens: (48596→3484 [REASONING:355, OUTPUT:3129], total: 52080), time: 127.84s]
+            └─ [Chain] Crew_01748336-d3ba-426d-884c-66cd72c03f2a.kickoff [∑ tokens: (48596→3484 [REASONING:355, OUTPUT:3129], total: 52080), time: 127.76s]
+               ├─ [Crew Created] [∑ time: 2ms]
+               └─ [AGENT] Senior Book Editor and Quality Assurance Specialist._execute_core [∑ tokens: (48596→3484 [REASONING:355, OUTPUT:3129], total: 52080), time: 127.73s]
+                  ├─ [Task Created]
+                  ├─ [LLM] deepseek-reasoner (5504→432 [REASONING:229, OUTPUT:203], total: 5936) [16.15s]
+                  ├─ [LLM] deepseek-reasoner (5720→138 [REASONING:0, OUTPUT:138], total: 5858) [7.70s]
+                  ├─ [Tool] count_book_words._use [11ms]
+                  ├─ [LLM] deepseek-reasoner (5883→0 [REASONING:0, OUTPUT:0], total: 5883) [2.71s]
+                  ├─ [LLM] deepseek-reasoner (5504→226 [REASONING:126, OUTPUT:100], total: 5730) [9.07s]
+                  ├─ [Tool] count_book_words._use [3ms]
+                  ├─ [LLM] deepseek-reasoner (5626→104 [REASONING:0, OUTPUT:104], total: 5730) [5.20s]
+                  ├─ [Tool] analyze_book_quality._use [11ms]
+                  ├─ [LLM] deepseek-reasoner (6596→111 [REASONING:0, OUTPUT:111], total: 6707) [5.08s]
+                  ├─ [Tool] validate_book_markdown._use [12ms]
+                  ├─ [LLM] deepseek-reasoner (6758→165 [REASONING:0, OUTPUT:165], total: 6923) [7.69s]
+                  ├─ [Tool] extract_book_keywords._use [12ms]
+                  └─ [LLM] deepseek-reasoner (7005→2308 [REASONING:0, OUTPUT:2308], total: 9313) [73.98s]
+```
+
+## Statistics
+
+- **Original observations**: 2909
+- **Observations after filtering**: 107
+- **Filtered**: 2802 nodes

data/processed/DeepSeek-R1/BookWriter-A2A/test_results/run_20251107_164901/execution_path.md

@@ -0,0 +1,116 @@
+# Trace Execution Path
+
+**Trace ID**: `cfd216d2e6707a1ca5f1393e10603253`
+
+**Time**: 2025-11-07 08:49:01.595000+00:00
+
+**Project Type**: A2A (framework noise filtered)
+
+**write_a_book_with_flows Project Type**: A2A
+**Batch Annotation**: enabled (concurrent writing batch analysis)
+
+## Execution Path Tree
+
+```
+[SPAN] book_writing_orchestrator [∑ tokens: (169691→42921 [REASONING:12896, OUTPUT:30025], total: 212612), time: 1012.51s]
+└─ [SPAN] crew_execution [∑ tokens: (169691→42921 [REASONING:12896, OUTPUT:30025], total: 212612), time: 1012.51s]
+   ├─ [SPAN] generate_outline [∑ tokens: (21184→5640 [REASONING:1550, OUTPUT:4090], total: 26824), time: 210.82s]
+   │  └─ [SPAN] a2a_call_outline_generator [∑ tokens: (21184→5640 [REASONING:1550, OUTPUT:4090], total: 26824), time: 210.82s]
+   │     └─ [SPAN] outline_crew_server_execution [∑ tokens: (21184→5640 [REASONING:1550, OUTPUT:4090], total: 26824), time: 210.29s]
+   │        └─ [Chain] Crew_d75f21a9-66b0-4a88-afde-851f74607fc1.kickoff [∑ tokens: (21184→5640 [REASONING:1550, OUTPUT:4090], total: 26824), time: 210.19s]
+   │           ├─ [Crew Created] [∑ time: 2ms]
+   │           ├─ [AGENT] Expert Research Agent for Book Outline Planning._execute_core [∑ tokens: (18448→5146 [REASONING:1320, OUTPUT:3826], total: 23594), time: 185.98s]
+   │           │  ├─ [Task Created]
+   │           │  ├─ [LLM] deepseek-reasoner (1686→1458 [REASONING:1320, OUTPUT:138], total: 3144) [50.45s]
+   │           │  ├─ [LLM] deepseek-reasoner (1837→466 [REASONING:0, OUTPUT:466], total: 2303) [18.27s]
+   │           │  ├─ [Tool] bocha_websearch_tool._use [464ms]
+   │           │  ├─ [LLM] deepseek-reasoner (2304→659 [REASONING:0, OUTPUT:659], total: 2963) [23.27s]
+   │           │  ├─ [Tool] bocha_websearch_tool._use [349ms]
+   │           │  ├─ [LLM] deepseek-reasoner (2975→189 [REASONING:0, OUTPUT:189], total: 3164) [8.72s]
+   │           │  ├─ [Tool] extract_keywords._use [11ms]
+   │           │  ├─ [LLM] deepseek-reasoner (4823→878 [REASONING:0, OUTPUT:878], total: 5701) [34.04s]
+   │           │  └─ [LLM] deepseek-reasoner (4823→1496 [REASONING:0, OUTPUT:1496], total: 6319) [50.34s]
+   │           └─ [AGENT] Strategic Book Structure Architect._execute_core [∑ tokens: (2736→494 [REASONING:230, OUTPUT:264], total: 3230), time: 24.17s]
+   │              ├─ [Task Created]
+   │              └─ [LLM] deepseek-reasoner (2736→494 [REASONING:230, OUTPUT:264], total: 3230) [24.16s]
+   ├─ [SPAN] write_chapters [∑ tokens: (121473→34880 [REASONING:10888, OUTPUT:23992], total: 156353), time: 668.24s]
+   │  ├─ [SPAN] a2a_call_chapter_writer_(sparks_in_the_dust) [∑ tokens: (87094→19241 [REASONING:5928, OUTPUT:13313], total: 106335), time: 667.72s]
+   │  │  └─ [SPAN] chapter_writer_server_execution [∑ tokens: (87094→19241 [REASONING:5928, OUTPUT:13313], total: 106335), time: 667.15s]
+   │  │     └─ [Chain] Crew_d084cbfa-75f4-42de-b8ec-b231f06c0535.kickoff [∑ tokens: (87094→19241 [REASONING:5928, OUTPUT:13313], total: 106335), time: 667.06s] 📚BATCH1 (Sparks in the Dust)
+   │  │        ├─ [Crew Created] [∑ time: 4ms]
+   │  │        ├─ [AGENT] Specialized Chapter Research Agent._execute_core [∑ tokens: (7325→2076 [REASONING:796, OUTPUT:1280], total: 9401), time: 82.02s]
+   │  │        │  ├─ [Task Created]
+   │  │        │  ├─ [LLM] deepseek-reasoner (2229→906 [REASONING:796, OUTPUT:110], total: 3135) [34.15s]
+   │  │        │  ├─ [Tool] bocha_websearch_tool._use [374ms]
+   │  │        │  ├─ [LLM] deepseek-reasoner (2348→309 [REASONING:0, OUTPUT:309], total: 2657) [11.69s]
+   │  │        │  ├─ [Tool] extract_keywords._use [12ms]
+   │  │        │  └─ [LLM] deepseek-reasoner (2748→861 [REASONING:0, OUTPUT:861], total: 3609) [35.76s]
+   │  │        └─ [AGENT] Professional Chapter Content Writer._execute_core [∑ tokens: (79769→17165 [REASONING:5132, OUTPUT:12033], total: 96934), time: 584.99s]
+   │  │           ├─ [Task Created]
+   │  │           ├─ [LLM] deepseek-reasoner (3111→7134 [REASONING:3038, OUTPUT:4096], total: 10245) [237.39s]
+   │  │           ├─ [LLM] deepseek-reasoner (7221→806 [REASONING:0, OUTPUT:806], total: 8027) [28.26s]
+   │  │           ├─ [Tool] count_words._use [13ms]
+   │  │           ├─ [LLM] deepseek-reasoner (8051→893 [REASONING:0, OUTPUT:893], total: 8944) [30.63s]
+   │  │           ├─ [Tool] analyze_chapter_quality._use [13ms]
+   │  │           ├─ [LLM] deepseek-reasoner (8996→845 [REASONING:0, OUTPUT:845], total: 9841) [31.26s]
+   │  │           ├─ [Tool] validate_markdown_structure._use [12ms]
+   │  │           ├─ [LLM] deepseek-reasoner (10568→1708 [REASONING:0, OUTPUT:1708], total: 12276) [60.93s]
+   │  │           ├─ [Tool] count_words._use [13ms]
+   │  │           ├─ [LLM] deepseek-reasoner (12288→930 [REASONING:0, OUTPUT:930], total: 13218) [34.03s]
+   │  │           ├─ [Tool] analyze_chapter_quality._use [11ms]
+   │  │           ├─ [LLM] deepseek-reasoner (14289→943 [REASONING:0, OUTPUT:943], total: 15232) [32.52s]
+   │  │           ├─ [LLM] deepseek-reasoner (14289→918 [REASONING:0, OUTPUT:918], total: 15207) [31.08s]
+   │  │           └─ [LLM] deepseek-reasoner (956→2988 [REASONING:2094, OUTPUT:894], total: 3944) [98.45s]
+   │  ├─ [SPAN] a2a_call_chapter_writer_(showdown_of_souls) [∑ tokens: (15784→9396 [REASONING:3659, OUTPUT:5737], total: 25180), time: 353.72s]
+   │  │  └─ [SPAN] chapter_writer_server_execution [∑ tokens: (15784→9396 [REASONING:3659, OUTPUT:5737], total: 25180), time: 352.79s]
+   │  │     └─ [Chain] Crew_66b8090a-bdb9-4b1c-bd03-a478e00f0ec3.kickoff [∑ tokens: (15784→9396 [REASONING:3659, OUTPUT:5737], total: 25180), time: 352.68s] 📚BATCH1 (Showdown of Souls)
+   │  │        ├─ [Crew Created] [∑ time: 2ms]
+   │  │        ├─ [AGENT] Specialized Chapter Research Agent._execute_core [∑ tokens: (12811→4900 [REASONING:2167, OUTPUT:2733], total: 17711), time: 185.56s]
+   │  │        │  ├─ [Task Created]
+   │  │        │  ├─ [LLM] deepseek-reasoner (2197→2286 [REASONING:2167, OUTPUT:119], total: 4483) [83.06s]
+   │  │        │  ├─ [Tool] bocha_websearch_tool._use [384ms]
+   │  │        │  ├─ [LLM] deepseek-reasoner (2325→846 [REASONING:0, OUTPUT:846], total: 3171) [34.44s]
+   │  │        │  ├─ [Tool] extract_keywords._use [13ms]
+   │  │        │  ├─ [LLM] deepseek-reasoner (3255→1126 [REASONING:0, OUTPUT:1126], total: 4381) [41.98s]
+   │  │        │  ├─ [Tool] extract_keywords._use [11ms]
+   │  │        │  └─ [LLM] deepseek-reasoner (5034→642 [REASONING:0, OUTPUT:642], total: 5676) [25.63s]
+   │  │        └─ [AGENT] Professional Chapter Content Writer._execute_core [∑ tokens: (2973→4496 [REASONING:1492, OUTPUT:3004], total: 7469), time: 167.08s]
+   │  │           ├─ [Task Created]
+   │  │           └─ [LLM] deepseek-reasoner (2973→4496 [REASONING:1492, OUTPUT:3004], total: 7469) [167.06s]
+   │  └─ [SPAN] a2a_call_chapter_writer_(embers_under_stars) [∑ tokens: (18595→6243 [REASONING:1301, OUTPUT:4942], total: 24838), time: 219.71s]
+   │     └─ [SPAN] chapter_writer_server_execution [∑ tokens: (18595→6243 [REASONING:1301, OUTPUT:4942], total: 24838), time: 218.88s]
+   │        └─ [Chain] Crew_6008701d-7144-4c71-8833-05d0f24bb1eb.kickoff [∑ tokens: (18595→6243 [REASONING:1301, OUTPUT:4942], total: 24838), time: 218.78s] 📚BATCH1 (Embers Under Stars)
+   │           ├─ [Crew Created] [∑ time: 5ms]
+   │           ├─ [AGENT] Specialized Chapter Research Agent._execute_core [∑ tokens: (14801→4068 [REASONING:1112, OUTPUT:2956], total: 18869), time: 140.29s]
+   │           │  ├─ [Task Created]
+   │           │  ├─ [LLM] deepseek-reasoner (2195→1213 [REASONING:1112, OUTPUT:101], total: 3408) [44.61s]
+   │           │  ├─ [Tool] bocha_websearch_tool._use [366ms]
+   │           │  ├─ [LLM] deepseek-reasoner (2305→140 [REASONING:0, OUTPUT:140], total: 2445) [5.88s]
+   │           │  ├─ [Tool] bocha_websearch_tool._use [3ms]
+   │           │  ├─ [LLM] deepseek-reasoner (2469→489 [REASONING:0, OUTPUT:489], total: 2958) [20.06s]
+   │           │  ├─ [Tool] extract_keywords._use [12ms]
+   │           │  ├─ [LLM] deepseek-reasoner (3640→453 [REASONING:0, OUTPUT:453], total: 4093) [15.52s]
+   │           │  ├─ [Tool] extract_keywords._use [13ms]
+   │           │  └─ [LLM] deepseek-reasoner (4192→1773 [REASONING:0, OUTPUT:1773], total: 5965) [53.78s]
+   │           └─ [AGENT] Professional Chapter Content Writer._execute_core [∑ tokens: (3794→2175 [REASONING:189, OUTPUT:1986], total: 5969), time: 78.46s]
+   │              ├─ [Task Created] [∑ time: 1ms]
+   │              └─ [LLM] deepseek-reasoner (3794→2175 [REASONING:189, OUTPUT:1986], total: 5969) [78.44s]
+   └─ [SPAN] review_book [∑ tokens: (27034→2401 [REASONING:458, OUTPUT:1943], total: 29435), time: 133.45s]
+      └─ [SPAN] a2a_call_book_reviewer [∑ tokens: (27034→2401 [REASONING:458, OUTPUT:1943], total: 29435), time: 133.45s]
+         └─ [SPAN] book_reviewer_server_execution [∑ tokens: (27034→2401 [REASONING:458, OUTPUT:1943], total: 29435), time: 132.63s]
+            └─ [Chain] Crew_1eaabdf4-b618-4d3c-9cf9-48578f23ace0.kickoff [∑ tokens: (27034→2401 [REASONING:458, OUTPUT:1943], total: 29435), time: 132.54s]
+               ├─ [Crew Created] [∑ time: 2ms]
+               └─ [AGENT] Senior Book Editor and Quality Assurance Specialist._execute_core [∑ tokens: (27034→2401 [REASONING:458, OUTPUT:1943], total: 29435), time: 132.51s]
+                  ├─ [Task Created]
+                  ├─ [LLM] deepseek-reasoner (5190→400 [REASONING:235, OUTPUT:165], total: 5590) [47.73s]
+                  ├─ [LLM] deepseek-reasoner (5370→167 [REASONING:0, OUTPUT:167], total: 5537) [8.95s]
+                  ├─ [LLM] deepseek-reasoner (5553→173 [REASONING:0, OUTPUT:173], total: 5726) [7.88s]
+                  ├─ [LLM] deepseek-reasoner (5731→0 [REASONING:0, OUTPUT:0], total: 5731) [1.98s]
+                  └─ [LLM] deepseek-reasoner (5190→1661 [REASONING:223, OUTPUT:1438], total: 6851) [65.88s]
+```
+
+## Statistics
+
+- **Original observations**: 2674
+- **Observations after filtering**: 112
+- **Filtered**: 2562 nodes

data/processed/DeepSeek-R1/BookWriter-A2A/test_results/run_20251107_170732/execution_path.md

@@ -0,0 +1,126 @@
+# Trace Execution Path
+
+**Trace ID**: `f0f6612dd351d6b72fae4d279a322d34`
+
+**Time**: 2025-11-07 09:07:32.179000+00:00
+
+**Project Type**: A2A (framework noise filtered)
+
+**write_a_book_with_flows Project Type**: A2A
+**Batch Annotation**: enabled (concurrent writing batch analysis)
+
+## Execution Path Tree
+
+```
+[SPAN] book_writing_orchestrator [∑ tokens: (123532→67260 [REASONING:33337, OUTPUT:33923], total: 190792), time: 2393.33s]
+└─ [SPAN] crew_execution [∑ tokens: (123532→67260 [REASONING:33337, OUTPUT:33923], total: 190792), time: 2393.33s]
+   ├─ [SPAN] generate_outline [∑ tokens: (9279→4832 [REASONING:2183, OUTPUT:2649], total: 14111), time: 183.67s]
+   │  └─ [SPAN] a2a_call_outline_generator [∑ tokens: (9279→4832 [REASONING:2183, OUTPUT:2649], total: 14111), time: 183.67s]
+   │     └─ [SPAN] outline_crew_server_execution [∑ tokens: (9279→4832 [REASONING:2183, OUTPUT:2649], total: 14111), time: 183.14s]
+   │        └─ [Chain] Crew_017fec9d-1615-4edb-b713-d6e54d99ec16.kickoff [∑ tokens: (9279→4832 [REASONING:2183, OUTPUT:2649], total: 14111), time: 183.05s]
+   │           ├─ [Crew Created] [∑ time: 2ms]
+   │           ├─ [AGENT] Expert Research Agent for Book Outline Planning._execute_core [∑ tokens: (6197→3785 [REASONING:1483, OUTPUT:2302], total: 9982), time: 138.64s]
+   │           │  ├─ [Task Created]
+   │           │  ├─ [LLM] deepseek-reasoner (1811→1592 [REASONING:1483, OUTPUT:109], total: 3403) [60.07s]
+   │           │  ├─ [Tool] bocha_websearch_tool._use [474ms]
+   │           │  ├─ [LLM] deepseek-reasoner (1929→410 [REASONING:0, OUTPUT:410], total: 2339) [14.62s]
+   │           │  ├─ [Tool] extract_keywords._use [12ms]
+   │           │  └─ [LLM] deepseek-reasoner (2457→1783 [REASONING:0, OUTPUT:1783], total: 4240) [63.43s]
+   │           └─ [AGENT] Strategic Book Structure Architect._execute_core [∑ tokens: (3082→1047 [REASONING:700, OUTPUT:347], total: 4129), time: 44.37s]
+   │              ├─ [Task Created]
+   │              └─ [LLM] deepseek-reasoner (3082→1047 [REASONING:700, OUTPUT:347], total: 4129) [44.36s]
+   ├─ [SPAN] write_chapters [∑ tokens: (69749→58574 [REASONING:30888, OUTPUT:27686], total: 128323), time: 2071.65s]
+   │  ├─ [SPAN] a2a_call_chapter_writer_(broken_code:_an_ex-cop's_digit) [∑ tokens: (19577→20728 [REASONING:11660, OUTPUT:9068], total: 40305), time: 1531.52s]
+   │  │  └─ [SPAN] chapter_writer_server_execution [∑ tokens: (19577→20728 [REASONING:11660, OUTPUT:9068], total: 40305), time: 1530.77s]
+   │  │     └─ [Chain] Crew_ce0964da-06be-44f1-ac0d-e23423f0432f.kickoff [∑ tokens: (19577→20728 [REASONING:11660, OUTPUT:9068], total: 40305), time: 1530.67s] 📚BATCH1 (Broken Code: An Ex-Cop's Digital Trauma)
+   │  │        ├─ [Crew Created] [∑ time: 4ms]
+   │  │        ├─ [AGENT] Specialized Chapter Research Agent._execute_core [∑ tokens: (4953→5037 [REASONING:2526, OUTPUT:2511], total: 9990), time: 183.96s]
+   │  │        │  ├─ [Task Created]
+   │  │        │  ├─ [LLM] deepseek-reasoner (2413→2644 [REASONING:2526, OUTPUT:118], total: 5057) [93.34s]
+   │  │        │  ├─ [Tool] bocha_websearch_tool._use [361ms]
+   │  │        │  └─ [LLM] deepseek-reasoner (2540→2393 [REASONING:0, OUTPUT:2393], total: 4933) [90.24s]
+   │  │        └─ [AGENT] Professional Chapter Content Writer._execute_core [∑ tokens: (14624→15691 [REASONING:9134, OUTPUT:6557], total: 30315), time: 1346.66s]
+   │  │           ├─ [Task Created]
+   │  │           ├─ [LLM] deepseek-reasoner (4668→6270 [REASONING:2174, OUTPUT:4096], total: 10938) [201.93s]
+   │  │           ├─ [LLM] deepseek-reasoner (8777→1135 [REASONING:0, OUTPUT:1135], total: 9912) [36.94s]
+   │  │           ├─ ❌ [LLM] deepseek-reasoner [ERROR: InternalServerError: litellm.InternalServerError: InternalServerError:[TRUNCATED]] [872.58s]
+   │  │           └─ [LLM] deepseek-reasoner (1179→8286 [REASONING:6960, OUTPUT:1326], total: 9465) [234.77s]
+   │  ├─ [SPAN] a2a_call_chapter_writer_(labyrinth_of_light:_corporate_) [∑ tokens: (10955→3859 [REASONING:890, OUTPUT:2969], total: 14814), time: 156.11s]
+   │  │  └─ [SPAN] chapter_writer_server_execution [∑ tokens: (10955→3859 [REASONING:890, OUTPUT:2969], total: 14814), time: 155.27s]
+   │  │     └─ [Chain] Crew_4383b5cf-f041-406c-8ee8-09d44f78af21.kickoff [∑ tokens: (10955→3859 [REASONING:890, OUTPUT:2969], total: 14814), time: 155.16s] 📚BATCH1 (Labyrinth of Light: Corporate VR Deceptions)
+   │  │        ├─ [Crew Created] [∑ time: 4ms]
+   │  │        ├─ [AGENT] Specialized Chapter Research Agent._execute_core [∑ tokens: (7728→1645 [REASONING:536, OUTPUT:1109], total: 9373), time: 64.27s]
+   │  │        │  ├─ [Task Created]
+   │  │        │  ├─ [LLM] deepseek-reasoner (2401→638 [REASONING:536, OUTPUT:102], total: 3039) [22.29s]
+   │  │        │  ├─ [Tool] bocha_websearch_tool._use [363ms]
+   │  │        │  ├─ [LLM] deepseek-reasoner (2512→200 [REASONING:0, OUTPUT:200], total: 2712) [8.82s]
+   │  │        │  ├─ [Tool] extract_keywords._use [12ms]
+   │  │        │  └─ [LLM] deepseek-reasoner (2815→807 [REASONING:0, OUTPUT:807], total: 3622) [32.75s]
+   │  │        └─ [AGENT] Professional Chapter Content Writer._execute_core [∑ tokens: (3227→2214 [REASONING:354, OUTPUT:1860], total: 5441), time: 90.84s]
+   │  │           ├─ [Task Created] [∑ time: 1ms]
+   │  │           └─ [LLM] deepseek-reasoner (3227→2214 [REASONING:354, OUTPUT:1860], total: 5441) [90.82s]
+   │  ├─ [SPAN] a2a_call_chapter_writer_(ghosts_in_the_machine:_rogue_a) [∑ tokens: (8925→16248 [REASONING:9794, OUTPUT:6454], total: 25173), time: 1138.83s]
+   │  │  └─ [SPAN] chapter_writer_server_execution [∑ tokens: (8925→16248 [REASONING:9794, OUTPUT:6454], total: 25173), time: 1138.07s]
+   │  │     └─ [Chain] Crew_9a714253-18f2-4e53-804d-3cb275e37899.kickoff [∑ tokens: (8925→16248 [REASONING:9794, OUTPUT:6454], total: 25173), time: 1137.97s] 📚BATCH1 (Ghosts in the Machine: Rogue AI Uprising)
+   │  │        ├─ [Crew Created] [∑ time: 3ms]
+   │  │        ├─ [AGENT] Specialized Chapter Research Agent._execute_core [∑ tokens: (4939→2595 [REASONING:986, OUTPUT:1609], total: 7534), time: 102.78s]
+   │  │        │  ├─ [Task Created]
+   │  │        │  ├─ [LLM] deepseek-reasoner (2409→1098 [REASONING:986, OUTPUT:112], total: 3507) [41.18s]
+   │  │        │  ├─ [Tool] bocha_websearch_tool._use [361ms]
+   │  │        │  └─ [LLM] deepseek-reasoner (2530→1497 [REASONING:0, OUTPUT:1497], total: 4027) [61.22s]
+   │  │        └─ [AGENT] Professional Chapter Content Writer._execute_core [∑ tokens: (3986→13653 [REASONING:8808, OUTPUT:4845], total: 17639), time: 1035.12s]
+   │  │           ├─ [Task Created] [∑ time: 1ms]
+   │  │           ├─ [LLM] deepseek-reasoner (3199→5822 [REASONING:1726, OUTPUT:4096], total: 9021) [215.33s]
+   │  │           └─ [LLM] deepseek-reasoner (787→7831 [REASONING:7082, OUTPUT:749], total: 8618) [819.77s]
+   │  └─ [SPAN] a2a_call_chapter_writer_(neural_firewall:_humanity's_la) [∑ tokens: (30292→17739 [REASONING:8544, OUTPUT:9195], total: 48031), time: 2071.13s]
+   │     └─ [SPAN] chapter_writer_server_execution [∑ tokens: (30292→17739 [REASONING:8544, OUTPUT:9195], total: 48031), time: 2070.09s]
+   │        └─ [Chain] Crew_70364ecf-026c-408c-a6db-0a9d441a95c0.kickoff [∑ tokens: (30292→17739 [REASONING:8544, OUTPUT:9195], total: 48031), time: 2070.00s] 📚BATCH1 (Neural Firewall: Humanity's Last Stand)
+   │           ├─ [Crew Created] [∑ time: 2ms]
+   │           ├─ [AGENT] Specialized Chapter Research Agent._execute_core [∑ tokens: (7836→2815 [REASONING:866, OUTPUT:1949], total: 10651), time: 112.05s]
+   │           │  ├─ [Task Created]
+   │           │  ├─ [LLM] deepseek-reasoner (2403→994 [REASONING:866, OUTPUT:128], total: 3397) [36.93s]
+   │           │  ├─ [Tool] bocha_websearch_tool._use [370ms]
+   │           │  ├─ [LLM] deepseek-reasoner (2540→267 [REASONING:0, OUTPUT:267], total: 2807) [12.47s]
+   │           │  ├─ [Tool] extract_keywords._use [12ms]
+   │           │  └─ [LLM] deepseek-reasoner (2893→1554 [REASONING:0, OUTPUT:1554], total: 4447) [62.23s]
+   │           └─ [AGENT] Professional Chapter Content Writer._execute_core [∑ tokens: (22456→14924 [REASONING:7678, OUTPUT:7246], total: 37380), time: 1957.91s]
+   │              ├─ [Task Created] [∑ time: 1ms]
+   │              ├─ [LLM] deepseek-reasoner (3901→4765 [REASONING:669, OUTPUT:4096], total: 8666) [165.99s]
+   │              ├─ [LLM] deepseek-reasoner (8011→1037 [REASONING:0, OUTPUT:1037], total: 9048) [36.71s]
+   │              ├─ [Tool] count_words._use [20ms]
+   │              │  └─ [Tool] count_words._use [13ms]
+   │              │     └─ [Tool] count_words._use [7ms]
+   │              ├─ [LLM] deepseek-reasoner (9428→1103 [REASONING:0, OUTPUT:1103], total: 10531) [34.72s]
+   │              ├─ ❌ [LLM] deepseek-reasoner [ERROR: InternalServerError: litellm.InternalServerError: InternalServerError:[TRUNCATED]] [872.68s]
+   │              └─ [LLM] deepseek-reasoner (1116→8019 [REASONING:7009, OUTPUT:1010], total: 9135) [847.58s]
+   └─ [SPAN] review_book [∑ tokens: (44504→3854 [REASONING:266, OUTPUT:3588], total: 48358), time: 138.01s]
+      └─ [SPAN] a2a_call_book_reviewer [∑ tokens: (44504→3854 [REASONING:266, OUTPUT:3588], total: 48358), time: 138.01s]
+         └─ [SPAN] book_reviewer_server_execution [∑ tokens: (44504→3854 [REASONING:266, OUTPUT:3588], total: 48358), time: 136.98s]
+            └─ [Chain] Crew_38c78647-b06c-4f61-a15c-946c278d9c3d.kickoff [∑ tokens: (44504→3854 [REASONING:266, OUTPUT:3588], total: 48358), time: 136.89s]
+               ├─ [Crew Created] [∑ time: 1ms]
+               └─ [AGENT] Senior Book Editor and Quality Assurance Specialist._execute_core [∑ tokens: (44504→3854 [REASONING:266, OUTPUT:3588], total: 48358), time: 136.86s]
+                  ├─ [Task Created]
+                  ├─ [LLM] deepseek-reasoner (6702→378 [REASONING:266, OUTPUT:112], total: 7080) [12.71s]
+                  ├─ [LLM] deepseek-reasoner (6827→103 [REASONING:0, OUTPUT:103], total: 6930) [5.14s]
+                  ├─ [Tool] count_book_words._use [12ms]
+                  ├─ [LLM] deepseek-reasoner (6955→109 [REASONING:0, OUTPUT:109], total: 7064) [5.95s]
+                  ├─ [Tool] analyze_book_quality._use [12ms]
+                  ├─ [LLM] deepseek-reasoner (7123→384 [REASONING:0, OUTPUT:384], total: 7507) [16.03s]
+                  ├─ [Tool] validate_book_markdown._use [10ms]
+                  ├─ [LLM] deepseek-reasoner (8349→114 [REASONING:0, OUTPUT:114], total: 8463) [7.08s]
+                  ├─ [Tool] extract_book_keywords._use [13ms]
+                  └─ [LLM] deepseek-reasoner (8548→2766 [REASONING:0, OUTPUT:2766], total: 11314) [89.81s]
+```
+
+## Statistics
+
+- **Original observations**: 9979
+- **Observations after filtering**: 111
+- **Filtered**: 9868 nodes
+
+### Error Summary
+
+- **Total errors**: 2
+- **Visible errors**: 2
+**Visible error types**:
+1. `InternalServerError: litellm.InternalServerError: InternalServerError: OpenAIException - 服务器繁忙，请稍后再试！(10001)(当前请求使用的ApiKey: sk-MJD****AYcC)【如果您遇到问题，欢迎加入QQ群咨询：1048463714】`