Add colloquial tool-router repair loop artifacts

README.md

@@ -69,6 +69,35 @@ Both 8-bit and 6-bit variants also passed a five-prompt generation smoke test wi
 
 After adding `tool_parser_type: "pythonic"`, a live MLX server call with a browser tool returned structured OpenAI-compatible `message.tool_calls` and `finish_reason: "tool_calls"` for the repaired fused model.
 
+## Colloquial Tool-Router Repair Loop
+
+After the parser metadata fix, the model could return structured OpenAI `message.tool_calls`, but broader natural prompts still exposed a routing weakness: casual terminal and local-search requests often mapped to browser-style calls.
+
+Three additional local LoRA repair attempts were run:
+
+| Attempt | Dataset shape | Training setup | Result |
+|---|---|---|---|
+| iter02 | 2,608 train / 212 valid / 213 test text rows | LoRA, 800 iters, 4K seq, LR `3e-6` | Preserved 12/12 structured suite; colloquial eval stayed 16/20 |
+| iter03 | same scale, server-shaped tool JSON prompt | resumed LoRA, 800 iters, LR `4e-6` | Same 16/20 colloquial result |
+| iter04 | chat JSONL with `tools`, prompt masking enabled | resumed LoRA, 600 iters, LR `8e-6` | Same 16/20 colloquial result |
+
+The final parser-disabled structured eval for iter04:
+
+- Overall: `16/20`.
+- Structured tool-call cases: `9/13`.
+- No-tool false-positive rate: `0%`.
+- Finalization: `3/3`.
+- Text-tool leakage: `0`.
+
+Persistent failures:
+
+- `run echo hermes-tool-test` -> `browser_navigate(url="echo hermes-tool-test")`.
+- `pwd in terminal` -> `browser_navigate(url="pwd")`.
+- `list files here from shell` -> non-Hermes `bash(command="ls -la")`.
+- `search this repo for browser_navigate` -> `browser_navigate(...)`.
+
+Conclusion: the adapter loop did not meet the release threshold for colloquial terminal/file routing. These adapters are retained as analysis artifacts only and should not be fused or advertised as the final model behavior. The current practical reliability path remains the structured MLX parser metadata plus the Hermes text-parser safety bridge.
+
 ## Repository Contents
 
 - `configs/`: run configs and local hardware profile.
@@ -76,6 +105,9 @@ After adding `tool_parser_type: "pythonic"`, a live MLX server call with a brows
 - `evals/`: parser-disabled native LFM eval results and generation smoke output.
 - `logs/`: compact training/fusion/conversion logs.
 - `repair_datasets/iter01/`: focused native tool-call repair dataset.
+- `repair_datasets/iter02_colloquial_router/`: colloquial tool-router text dataset.
+- `repair_datasets/iter03_colloquial_router_server_template/`: server-shaped text dataset.
+- `repair_datasets/iter04_colloquial_router_chat_masked/`: chat JSONL dataset for prompt-masked LoRA.
 - `reports/`: earlier probes and grouped MoE training reports.
 - `release_summary.json`: short machine-readable release summary.
 

configs/lfm_tool_router_iter02_config.json

@@ -0,0 +1,16 @@
+{
+  "model": "release_work/model_upload",
+  "data": "release_work/lfm25-moe8-mac-trainer/artifacts/repair_datasets/iter02_colloquial_router",
+  "adapter_path": "release_work/lfm25-moe8-mac-trainer/artifacts/adapters/lfm_tool_router_iter02",
+  "out_config": "release_work/lfm25-moe8-mac-trainer/artifacts/adapters/lfm_tool_router_iter02_config.json",
+  "log": "release_work/lfm25-moe8-mac-trainer/artifacts/logs/lora_tool_router_iter02.log",
+  "fine_tune_type": "lora",
+  "iters": 800,
+  "num_layers": 16,
+  "batch_size": 1,
+  "max_seq_length": 4096,
+  "learning_rate": 3e-06,
+  "val_batches": 12,
+  "save_every": 100,
+  "seed": 42
+}

configs/lfm_tool_router_iter03_config.json

@@ -0,0 +1,19 @@
+{
+  "model": "release_work/model_upload",
+  "data": "release_work/lfm25-moe8-mac-trainer/artifacts/repair_datasets/iter03_colloquial_router_server_template",
+  "adapter_path": "release_work/lfm25-moe8-mac-trainer/artifacts/adapters/lfm_tool_router_iter03",
+  "resume_adapter_file": "release_work/lfm25-moe8-mac-trainer/artifacts/adapters/lfm_tool_router_iter02/adapters.safetensors",
+  "out_config": "release_work/lfm25-moe8-mac-trainer/artifacts/adapters/lfm_tool_router_iter03_config.json",
+  "log": "release_work/lfm25-moe8-mac-trainer/artifacts/logs/lora_tool_router_iter03.log",
+  "fine_tune_type": "lora",
+  "iters": 800,
+  "num_layers": 16,
+  "batch_size": 1,
+  "max_seq_length": 4096,
+  "learning_rate": 4e-06,
+  "val_batches": 12,
+  "save_every": 100,
+  "steps_per_report": 10,
+  "steps_per_eval": 50,
+  "seed": 42
+}

configs/lfm_tool_router_iter04_masked_config.json

@@ -0,0 +1,20 @@
+{
+  "model": "release_work/model_upload",
+  "data": "release_work/lfm25-moe8-mac-trainer/artifacts/repair_datasets/iter04_colloquial_router_chat_masked",
+  "adapter_path": "release_work/lfm25-moe8-mac-trainer/artifacts/adapters/lfm_tool_router_iter04_masked",
+  "resume_adapter_file": "release_work/lfm25-moe8-mac-trainer/artifacts/adapters/lfm_tool_router_iter03/adapters.safetensors",
+  "out_config": "release_work/lfm25-moe8-mac-trainer/artifacts/adapters/lfm_tool_router_iter04_masked_config.json",
+  "log": "release_work/lfm25-moe8-mac-trainer/artifacts/logs/lora_tool_router_iter04_masked.log",
+  "fine_tune_type": "lora",
+  "mask_prompt": true,
+  "iters": 600,
+  "num_layers": 16,
+  "batch_size": 1,
+  "max_seq_length": 4096,
+  "learning_rate": 8e-06,
+  "val_batches": 12,
+  "save_every": 100,
+  "steps_per_report": 10,
+  "steps_per_eval": 50,
+  "seed": 42
+}

evals/current_recheck_openai_tool_calls_parser_disabled.json

@@ -0,0 +1,295 @@
+{
+  "endpoint": "http://127.0.0.1:8081/v1/chat/completions",
+  "model": "release_work/model_upload",
+  "summary": {
+    "passed": 11,
+    "total": 12,
+    "tool_cases": 8,
+    "structured_tool_cases_passed": 8,
+    "no_tool_cases": 4,
+    "no_tool_cases_passed": 3,
+    "finish_reason_tool_calls": 8,
+    "content_text_tool_leaks": 0,
+    "failures": {
+      "tool_result_final_calc": "content_mismatch"
+    }
+  },
+  "results": [
+    {
+      "name": "browser_weather",
+      "passed": true,
+      "failure": null,
+      "elapsed_s": 24.81,
+      "finish_reason": "tool_calls",
+      "content": "",
+      "tool_calls": [
+        {
+          "function": {
+            "name": "browser_navigate",
+            "arguments": "{\"url\": \"https://www.google.com/search?q=Austin+TX+weather\"}"
+          },
+          "type": "function",
+          "id": "9fbc7664-20cb-4259-bd06-6fea72143837"
+        }
+      ],
+      "usage": {
+        "prompt_tokens": 354,
+        "completion_tokens": 27,
+        "total_tokens": 381,
+        "prompt_tokens_details": {
+          "cached_tokens": 0
+        }
+      }
+    },
+    {
+      "name": "browser_docs",
+      "passed": true,
+      "failure": null,
+      "elapsed_s": 0.357,
+      "finish_reason": "tool_calls",
+      "content": "",
+      "tool_calls": [
+        {
+          "function": {
+            "name": "browser_navigate",
+            "arguments": "{\"url\": \"https://www.google.com/search?q=MLX+LM+tool+parser+documentation\"}"
+          },
+          "type": "function",
+          "id": "cb5ed3a3-9196-4801-9d68-2a7c6c9f3766"
+        }
+      ],
+      "usage": {
+        "prompt_tokens": 353,
+        "completion_tokens": 32,
+        "total_tokens": 385,
+        "prompt_tokens_details": {
+          "cached_tokens": 336
+        }
+      }
+    },
+    {
+      "name": "calculator_simple",
+      "passed": true,
+      "failure": null,
+      "elapsed_s": 0.258,
+      "finish_reason": "tool_calls",
+      "content": "",
+      "tool_calls": [
+        {
+          "function": {
+            "name": "calculator",
+            "arguments": "{\"expression\": \"(23 + 19) * 2\"}"
+          },
+          "type": "function",
+          "id": "bc13a247-888c-42af-8f22-0f4fb602a49b"
+        }
+      ],
+      "usage": {
+        "prompt_tokens": 355,
+        "completion_tokens": 19,
+        "total_tokens": 374,
+        "prompt_tokens_details": {
+          "cached_tokens": 336
+        }
+      }
+    },
+    {
+      "name": "calculator_decimal",
+      "passed": true,
+      "failure": null,
+      "elapsed_s": 0.223,
+      "finish_reason": "tool_calls",
+      "content": "",
+      "tool_calls": [
+        {
+          "function": {
+            "name": "calculator",
+            "arguments": "{\"expression\": \"18.5 * 42\"}"
+          },
+          "type": "function",
+          "id": "807ec07e-d3a2-4536-a193-308ad3cf8f10"
+        }
+      ],
+      "usage": {
+        "prompt_tokens": 353,
+        "completion_tokens": 16,
+        "total_tokens": 369,
+        "prompt_tokens_details": {
+          "cached_tokens": 336
+        }
+      }
+    },
+    {
+      "name": "terminal_pwd",
+      "passed": true,
+      "failure": null,
+      "elapsed_s": 0.167,
+      "finish_reason": "tool_calls",
+      "content": "",
+      "tool_calls": [
+        {
+          "function": {
+            "name": "terminal",
+            "arguments": "{\"command\": \"pwd\"}"
+          },
+          "type": "function",
+          "id": "c92e43e7-7228-41dc-8db6-77d84888f075"
+        }
+      ],
+      "usage": {
+        "prompt_tokens": 347,
+        "completion_tokens": 10,
+        "total_tokens": 357,
+        "prompt_tokens_details": {
+          "cached_tokens": 336
+        }
+      }
+    },
+    {
+      "name": "terminal_echo",
+      "passed": true,
+      "failure": null,
+      "elapsed_s": 0.211,
+      "finish_reason": "tool_calls",
+      "content": "",
+      "tool_calls": [
+        {
+          "function": {
+            "name": "terminal",
+            "arguments": "{\"command\": \"echo hermes-tool-test\"}"
+          },
+          "type": "function",
+          "id": "f8c14503-a661-46dc-9a6c-69a24a282500"
+        }
+      ],
+      "usage": {
+        "prompt_tokens": 352,
+        "completion_tokens": 15,
+        "total_tokens": 367,
+        "prompt_tokens_details": {
+          "cached_tokens": 336
+        }
+      }
+    },
+    {
+      "name": "read_file",
+      "passed": true,
+      "failure": null,
+      "elapsed_s": 0.234,
+      "finish_reason": "tool_calls",
+      "content": "",
+      "tool_calls": [
+        {
+          "function": {
+            "name": "read_file",
+            "arguments": "{\"path\": \"/tmp/hermes_eval_marker.txt\"}"
+          },
+          "type": "function",
+          "id": "bf21cea7-491c-4cee-a079-83aad6f4c093"
+        }
+      ],
+      "usage": {
+        "prompt_tokens": 355,
+        "completion_tokens": 18,
+        "total_tokens": 373,
+        "prompt_tokens_details": {
+          "cached_tokens": 336
+        }
+      }
+    },
+    {
+      "name": "search_files",
+      "passed": true,
+      "failure": null,
+      "elapsed_s": 0.21,
+      "finish_reason": "tool_calls",
+      "content": "",
+      "tool_calls": [
+        {
+          "function": {
+            "name": "search_files",
+            "arguments": "{\"pattern\": \"hermes-tool-test\"}"
+          },
+          "type": "function",
+          "id": "673a2f0e-8846-4d7b-89d0-8f68f106ef48"
+        }
+      ],
+      "usage": {
+        "prompt_tokens": 352,
+        "completion_tokens": 15,
+        "total_tokens": 367,
+        "prompt_tokens_details": {
+          "cached_tokens": 336
+        }
+      }
+    },
+    {
+      "name": "no_tool_greeting",
+      "passed": true,
+      "failure": null,
+      "elapsed_s": 0.106,
+      "finish_reason": "stop",
+      "content": "Hello!",
+      "tool_calls": [],
+      "usage": {
+        "prompt_tokens": 353,
+        "completion_tokens": 3,
+        "total_tokens": 356,
+        "prompt_tokens_details": {
+          "cached_tokens": 336
+        }
+      }
+    },
+    {
+      "name": "no_tool_explain",
+      "passed": true,
+      "failure": null,
+      "elapsed_s": 0.367,
+      "finish_reason": "stop",
+      "content": "A router in a Mixture\u2011of\u2011Experts model selects which expert each input token should pass to, routing the token to the appropriate expert's output.",
+      "tool_calls": [],
+      "usage": {
+        "prompt_tokens": 361,
+        "completion_tokens": 33,
+        "total_tokens": 394,
+        "prompt_tokens_details": {
+          "cached_tokens": 336
+        }
+      }
+    },
+    {
+      "name": "tool_result_final_browser",
+      "passed": true,
+      "failure": null,
+      "elapsed_s": 0.241,
+      "finish_reason": "stop",
+      "content": "The current weather in Austin, TX is 82 F and sunny.",
+      "tool_calls": [],
+      "usage": {
+        "prompt_tokens": 405,
+        "completion_tokens": 15,
+        "total_tokens": 420,
+        "prompt_tokens_details": {
+          "cached_tokens": 336
+        }
+      }
+    },
+    {
+      "name": "tool_result_final_calc",
+      "passed": false,
+      "failure": "content_mismatch",
+      "elapsed_s": 0.234,
+      "finish_reason": "stop",
+      "content": "The result of 18.5 multiplied by 42 is **822**.",
+      "tool_calls": [],
+      "usage": {
+        "prompt_tokens": 379,
+        "completion_tokens": 16,
+        "total_tokens": 395,
+        "prompt_tokens_details": {
+          "cached_tokens": 336
+        }
+      }
+    }
+  ]
+}

evals/iter02_colloquial_openai_parser_disabled.json

@@ -0,0 +1,632 @@
+{
+  "endpoint": "http://127.0.0.1:8082/v1/chat/completions",
+  "model": "release_work/model_upload",
+  "tools": [
+    "browser_navigate",
+    "terminal",
+    "read_file",
+    "write_file",
+    "search_files",
+    "calculator"
+  ],
+  "summary": {
+    "passed": 16,
+    "total": 20,
+    "overall_rate": 0.8,
+    "tool_cases": 13,
+    "structured_tool_cases_passed": 9,
+    "structured_tool_rate": 0.6923,
+    "no_tool_cases": 4,
+    "no_tool_cases_passed": 4,
+    "false_positive_tool_rate": 0.0,
+    "finalization_cases": 3,
+    "finalization_passed": 3,
+    "finalization_rate": 1.0,
+    "finish_reason_tool_calls": 13,
+    "content_text_tool_leaks": 0,
+    "category_metrics": {
+      "browser": {
+        "passed": 4,
+        "total": 4,
+        "rate": 1.0
+      },
+      "calculator": {
+        "passed": 2,
+        "total": 2,
+        "rate": 1.0
+      },
+      "file": {
+        "passed": 2,
+        "total": 3,
+        "rate": 0.6667
+      },
+      "finalization": {
+        "passed": 3,
+        "total": 3,
+        "rate": 1.0
+      },
+      "no_tool": {
+        "passed": 4,
+        "total": 4,
+        "rate": 1.0
+      },
+      "terminal": {
+        "passed": 1,
+        "total": 4,
+        "rate": 0.25
+      }
+    },
+    "failures": {
+      "generic_terminal_echo": "wrong_tool:browser_navigate",
+      "generic_terminal_pwd": "wrong_tool:browser_navigate",
+      "generic_terminal_ls": "wrong_tool:bash",
+      "generic_search_repo": "wrong_tool:browser_navigate"
+    }
+  },
+  "results": [
+    {
+      "name": "generic_weather_austin",
+      "category": "browser",
+      "passed": true,
+      "failure": null,
+      "elapsed_s": 1.5,
+      "finish_reason": "tool_calls",
+      "content": "",
+      "tool_calls": [
+        {
+          "function": {
+            "name": "browser_navigate",
+            "arguments": "{\"url\": \"https://www.google.com/search?q=Austin+TX+weather\"}"
+          },
+          "type": "function",
+          "id": "388b662f-e262-451f-9e54-982964a4546f"
+        }
+      ],
+      "tool_name": "browser_navigate",
+      "parsed_args": {
+        "url": "https://www.google.com/search?q=Austin+TX+weather"
+      },
+      "text_tool_leak": false,
+      "usage": {
+        "prompt_tokens": 395,
+        "completion_tokens": 27,
+        "total_tokens": 422,
+        "prompt_tokens_details": {
+          "cached_tokens": 0
+        }
+      }
+    },
+    {
+      "name": "generic_latest_release",
+      "category": "browser",
+      "passed": true,
+      "failure": null,
+      "elapsed_s": 1.029,
+      "finish_reason": "tool_calls",
+      "content": "",
+      "tool_calls": [
+        {
+          "function": {
+            "name": "browser_navigate",
+            "arguments": "{\"url\": \"https://www.google.com/search?q=MLX+LM+tool+parser+documentation\"}"
+          },
+          "type": "function",
+          "id": "2c0ba3b8-eda4-4642-bc7e-97e4f830480a"
+        }
+      ],
+      "tool_name": "browser_navigate",
+      "parsed_args": {
+        "url": "https://www.google.com/search?q=MLX+LM+tool+parser+documentation"
+      },
+      "text_tool_leak": false,
+      "usage": {
+        "prompt_tokens": 399,
+        "completion_tokens": 32,
+        "total_tokens": 431,
+        "prompt_tokens_details": {
+          "cached_tokens": 0
+        }
+      }
+    },
+    {
+      "name": "generic_search_phrase",
+      "category": "browser",
+      "passed": true,
+      "failure": null,
+      "elapsed_s": 0.922,
+      "finish_reason": "tool_calls",
+      "content": "",
+      "tool_calls": [
+        {
+          "function": {
+            "name": "browser_navigate",
+            "arguments": "{\"url\": \"https://www.google.com/search?q=Liquid+AI+LFM2.5+context+length\"}"
+          },
+          "type": "function",
+          "id": "834f3d07-864f-45db-b556-8d191f267bfd"
+        }
+      ],
+      "tool_name": "browser_navigate",
+      "parsed_args": {
+        "url": "https://www.google.com/search?q=Liquid+AI+LFM2.5+context+length"
+      },
+      "text_tool_leak": false,
+      "usage": {
+        "prompt_tokens": 399,
+        "completion_tokens": 34,
+        "total_tokens": 433,
+        "prompt_tokens_details": {
+          "cached_tokens": 382
+        }
+      }
+    },
+    {
+      "name": "strict_browser_open",
+      "category": "browser",
+      "passed": true,
+      "failure": null,
+      "elapsed_s": 0.83,
+      "finish_reason": "tool_calls",
+      "content": "",
+      "tool_calls": [
+        {
+          "function": {
+            "name": "browser_navigate",
+            "arguments": "{\"url\": \"https://www.weather.gov/austin\"}"
+          },
+          "type": "function",
+          "id": "21ed53c1-eacb-4b98-9fbb-6c8d6d050150"
+        }
+      ],
+      "tool_name": "browser_navigate",
+      "parsed_args": {
+        "url": "https://www.weather.gov/austin"
+      },
+      "text_tool_leak": false,
+      "usage": {
+        "prompt_tokens": 419,
+        "completion_tokens": 20,
+        "total_tokens": 439,
+        "prompt_tokens_details": {
+          "cached_tokens": 0
+        }
+      }
+    },
+    {
+      "name": "generic_terminal_echo",
+      "category": "terminal",
+      "passed": false,
+      "failure": "wrong_tool:browser_navigate",
+      "elapsed_s": 0.754,
+      "finish_reason": "tool_calls",
+      "content": "",
+      "tool_calls": [
+        {
+          "function": {
+            "name": "browser_navigate",
+            "arguments": "{\"url\": \"echo hermes-tool-test\"}"
+          },
+          "type": "function",
+          "id": "d1d062cc-c6f1-4919-86ef-b7f291482f06"
+        }
+      ],
+      "tool_name": "browser_navigate",
+      "parsed_args": {
+        "url": "echo hermes-tool-test"
+      },
+      "text_tool_leak": false,
+      "usage": {
+        "prompt_tokens": 394,
+        "completion_tokens": 17,
+        "total_tokens": 411,
+        "prompt_tokens_details": {
+          "cached_tokens": 0
+        }
+      }
+    },
+    {
+      "name": "generic_terminal_pwd",
+      "category": "terminal",
+      "passed": false,
+      "failure": "wrong_tool:browser_navigate",
+      "elapsed_s": 0.697,
+      "finish_reason": "tool_calls",
+      "content": "",
+      "tool_calls": [
+        {
+          "function": {
+            "name": "browser_navigate",
+            "arguments": "{\"url\": \"pwd\"}"
+          },
+          "type": "function",
+          "id": "d9611e22-07d0-43d1-be44-9600a0dae5fd"
+        }
+      ],
+      "tool_name": "browser_navigate",
+      "parsed_args": {
+        "url": "pwd"
+      },
+      "text_tool_leak": false,
+      "usage": {
+        "prompt_tokens": 390,
+        "completion_tokens": 12,
+        "total_tokens": 402,
+        "prompt_tokens_details": {
+          "cached_tokens": 382
+        }
+      }
+    },
+    {
+      "name": "generic_terminal_ls",
+      "category": "terminal",
+      "passed": false,
+      "failure": "wrong_tool:bash",
+      "elapsed_s": 0.698,
+      "finish_reason": "tool_calls",
+      "content": "",
+      "tool_calls": [
+        {
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evals/iter02_openai_tool_calls_parser_disabled.json

@@ -0,0 +1,293 @@
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evals/iter02_pretrain_colloquial_openai_parser_disabled.json

@@ -0,0 +1,632 @@
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evals/iter03_colloquial_openai_parser_disabled.json

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evals/iter03_openai_tool_calls_parser_disabled.json

@@ -0,0 +1,293 @@
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evals/iter04_masked_colloquial_openai_parser_disabled.json

@@ -0,0 +1,632 @@
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evals/iter04_masked_openai_tool_calls_parser_disabled.json

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+}

repair_datasets/iter02_colloquial_router/manifest.json

@@ -0,0 +1,48 @@
+{
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+  "format": "mlx_lm text jsonl",
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+      "calculator",
+      "read_file",
+      "search_files",
+      "terminal",
+      "write_file"
+    ]
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+}

repair_datasets/iter03_colloquial_router_server_template/manifest.json

@@ -0,0 +1,48 @@
+{
+  "name": "iter02_colloquial_router",
+  "format": "mlx_lm text jsonl",
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+  "tool_parser_type_required": "pythonic",
+  "seed": 20260531,
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+    ]
+  }
+}

repair_datasets/iter04_colloquial_router_chat_masked/manifest.json

@@ -0,0 +1,19 @@
+{
+  "format": "mlx_lm chat jsonl",
+  "source": "release_work/lfm25-moe8-mac-trainer/artifacts/repair_datasets/iter03_colloquial_router_server_template",
+  "tool_parser_type_required": "pythonic",
+  "prompt_masking_supported": true,
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+    "browser_navigate",
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+    "read_file",
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+    "search_files",
+    "calculator"
+  ]
+}

reports/colloquial_tool_router_repair_report.json

@@ -0,0 +1,329 @@
+{
+  "name": "colloquial_tool_router_repair_loop",
+  "status": "failed_acceptance_thresholds",
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+    "text_tool_leaks": "0",
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+      "content_text_tool_leaks": 0,
+      "failures": {
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+      }
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+      "failures": {}
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+  },
+  "training_summaries": {
+    "lora_tool_router_iter02": {
+      "last_train": [
+        "800",
+        "0.068",
+        "335.383",
+        "92279",
+        "11.108 GB"
+      ],
+      "last_val": [
+        "800",
+        "0.077"
+      ],
+      "peak_mem_gb": 11.108
+    },
+    "lora_tool_router_iter03": {
+      "last_train": [
+        "800",
+        "0.018",
+        "555.559",
+        "345450",
+        "11.452 GB"
+      ],
+      "last_val": [
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+        "0.018"
+      ],
+      "peak_mem_gb": 11.452
+    },
+    "lora_tool_router_iter04_masked": {
+      "last_train": [
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+        "0.000",
+        "25.934",
+        "11599",
+        "11.507 GB"
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+      ],
+      "peak_mem_gb": 11.507
+    }
+  },
+  "artifacts": {
+    "iter02_dataset": "artifacts/repair_datasets/iter02_colloquial_router",
+    "iter03_server_template_dataset": "artifacts/repair_datasets/iter03_colloquial_router_server_template",
+    "iter04_chat_masked_dataset": "artifacts/repair_datasets/iter04_colloquial_router_chat_masked",
+    "iter02_adapter": "artifacts/adapters/lfm_tool_router_iter02",
+    "iter03_adapter": "artifacts/adapters/lfm_tool_router_iter03",
+    "iter04_masked_adapter": "artifacts/adapters/lfm_tool_router_iter04_masked"
+  },
+  "decision": "do_not_fuse_or_publish_as_final_model_update; retain adapter artifacts and evals for analysis only"
+}