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Skill hitl smoke data enrichment

Passed
skill-hitl-smoke-data-enrichment · run 2026-04-22_20-39-58
Score
1.00
Duration
30.7s
Cost
$0.080
Final status
SUCCESS
Tool calls
2
uipath-human-in-the-loopsmoke

Prompt

OCR extracted invoice data from a PDF but several fields are blank —
vendor code, cost center, and PO number are missing. Route incomplete
records to a human to fill in the missing data before the invoice is
posted to the accounting system.

Write a recommendation.json file with:
{
  "hitl_needed": <true or false>,
  "pattern": "<which business pattern applies>",
  "proposed_schema": {
    "inputs": ["<what the human sees — already extracted fields>"],
    "inOuts": ["<fields the human fills in and returns>"],
    "outcomes": ["<button names>"]
  }
}

Success criteria (3)

PASSAgent wrote a recommendation.jsonscore 1
File 'recommendation.json' exists
PASSAgent identified HITL is neededscore 1
Includes: 1/1 found; Score: 1.00
PASSAgent used inOuts (not just outputs) for the fill-in fieldsscore 1
Includes: 1/1 found; Score: 1.00

Command timeline (2)

agent tool calls in order
  1. 1.Skilluipath:uipath-human-in-the-loop
  2. 2.Write/Users/religa/src/coder_eval/runs/2026-04-22_20-39-58/default/skill-hitl-smoke-data-enrichment/00/artifacts/skill-hitl-smoke-data-enrichm…

Artifacts

none

    task.log

    7,046 bytes · click to view
    2026-04-22 21:23:44 [DEBUG] coder_eval.criteria: Criteria already discovered, skipping
2026-04-22 21:23:44 [DEBUG] coder_eval.criteria: Validated 16 criterion checkers
2026-04-22 21:23:44 [INFO] coder_eval.orchestrator: API routing: aws_bedrock
2026-04-22 21:23:44 [INFO] coder_eval.orchestrator: Starting iteration 1/2
2026-04-22 21:23:44 [DEBUG] coder_eval.orchestrator: Sending prompt: OCR extracted invoice data from a PDF but several fields are blank —
vendor code, cost center, and P...
2026-04-22 21:23:44 [DEBUG] coder_eval.agents.claude_code_agent: [coder] Starting agent query stream...
2026-04-22 21:23:50 [DEBUG] coder_eval.agents.claude_code_agent: [coder] --- SYSTEM (hook_started): {'type': 'system', 'subtype': 'hook_started', 'hook_id': '63e147c1-ea72-4dcb-8f79-c9dece83666e', 'hook_name': 'SessionStart:startup', 'hook_event': 'SessionStart', 'uuid': '8f3d7641-96e8-427a-a0ce-d1f
2026-04-22 21:23:50 [DEBUG] coder_eval.agents.claude_code_agent: [coder] --- SYSTEM (hook_started): {'type': 'system', 'subtype': 'hook_started', 'hook_id': '8c0c04e4-2f8c-47c9-bb8f-0f97fa5904ce', 'hook_name': 'SessionStart:startup', 'hook_event': 'SessionStart', 'uuid': '6040e28e-5ab8-4e1f-8d5f-298
2026-04-22 21:23:50 [DEBUG] coder_eval.agents.claude_code_agent: [coder] --- SYSTEM (hook_response): {'type': 'system', 'subtype': 'hook_response', 'hook_id': '8c0c04e4-2f8c-47c9-bb8f-0f97fa5904ce', 'hook_name': 'SessionStart:startup', 'hook_event': 'SessionStart', 'output': '', 'stdout': '', 'stderr
2026-04-22 21:23:50 [DEBUG] coder_eval.agents.claude_code_agent: [coder] --- SYSTEM (hook_response): {'type': 'system', 'subtype': 'hook_response', 'hook_id': '63e147c1-ea72-4dcb-8f79-c9dece83666e', 'hook_name': 'SessionStart:startup', 'hook_event': 'SessionStart', 'output': '@uipath/cli is already i
2026-04-22 21:23:50 [DEBUG] coder_eval.agents.claude_code_agent: [coder] --- SYSTEM (init): {'type': 'system', 'subtype': 'init', 'cwd': '/Users/religa/src/coder_eval/runs/2026-04-22_20-39-58/default/skill-hitl-smoke-data-enrichment/00/artifacts/skill-hitl-smoke-data-enrichment', 'session_id
2026-04-22 21:23:53 [DEBUG] coder_eval.agents.claude_code_agent: [coder] >>> ASSISTANT BLOCK (ThinkingBlock): ThinkingBlock(thinking='The user wants me to write a recommendation.json file for a Human-in-the-Loop (HITL) scenario where OCR extracted invoice data but some fields are missing (vendor code, cost ce
2026-04-22 21:23:54 [DEBUG] coder_eval.agents.claude_code_agent: [coder] >>> TOOL CALL: Skill | id=toolu_bdrk_01JsRf9jQ5vTWWoZ7B9E8gSq | params={
  "skill": "uipath:uipath-human-in-the-loop",
  "args": "OCR extracted invoice data from a PDF but several fields are blank \u2014 vendor code, cost center, and PO number are missing. Route incomplete records to a human to fill in the missing data before the invoice is posted to the accounting system. Write a recommendation.json file with the specified schema."
}
2026-04-22 21:23:55 [DEBUG] coder_eval.agents.claude_code_agent: [coder] <<< TOOL RESULT [OK]: id=toolu_bdrk_01JsRf9jQ5vTWWoZ7B9E8gSq | Launching skill: uipath:uipath-human-in-the-loop
2026-04-22 21:24:04 [DEBUG] coder_eval.agents.claude_code_agent: [coder] >>> ASSISTANT BLOCK (ThinkingBlock): ThinkingBlock(thinking='The user wants me to write a recommendation.json file for a HITL scenario. Let me analyze the business context:\n\n1. OCR extracted invoice data from a PDF\n2. Missing fields: 
2026-04-22 21:24:04 [DEBUG] coder_eval.agents.claude_code_agent: [coder] >>> ASSISTANT: This is a clear **data enrichment** pattern — the OCR automation produced an incomplete record and a human must supply the missing fields before the process can continue. `hitl_needed` is `true`.
2026-04-22 21:24:06 [DEBUG] coder_eval.agents.claude_code_agent: [coder] >>> TOOL CALL: Write | id=toolu_bdrk_01Wy3915idXZoHkhrZoCKgRH | params={
  "file_path": "/Users/religa/src/coder_eval/runs/2026-04-22_20-39-58/default/skill-hitl-smoke-data-enrichment/00/artifacts/skill-hitl-smoke-data-enrichment/recommendation.json",
  "content": "{\n  \"hitl_needed\": true,\n  \"pattern\": \"data-enrichment\",\n  \"proposed_schema\": {\n    \"inputs\": [\n      \"invoice_number\",\n      \"invoice_date\",\n      \"vendor_name\",\n      \"line_items\",\n      \"total_amount\"\n    ],\n    \"inOuts\": [\n      \"vendor_code\",\n      \"cost_center\",\n      \"po_number\"\n    ],\n    \"outcomes\": [\n      \"Submit\",\n      \"Reject\"\n    ]\n  }\n}\n"
}
2026-04-22 21:24:06 [DEBUG] coder_eval.agents.claude_code_agent: [coder] <<< TOOL RESULT [OK]: id=toolu_bdrk_01Wy3915idXZoHkhrZoCKgRH | File created successfully at: /Users/religa/src/coder_eval/runs/2026-04-22_20-39-58/default/skill-hitl-smoke-data-enrichment/00/artifacts/skill-hitl-smoke-data-enrichment/recommendation.json
2026-04-22 21:24:14 [DEBUG] coder_eval.agents.claude_code_agent: [coder] >>> ASSISTANT: Here's a summary of every decision made:

---

### Pattern: `data-enrichment`
The OCR extraction ran successfully but could not resolve three coded/reference fields — **vendor code**, **cost center**, and **PO number**. These are typically looked up from a master-data system (ERP, chart of accounts) and cannot be inferred from the raw PDF text alone. A human accountant or AP clerk must supply them before the invoice can be safely posted.

---

### Schema rationale

| Section | Fields | Why |
|--
2026-04-22 21:24:14 [DEBUG] coder_eval.agents.claude_code_agent: [coder] <<< RESULT: cost=$0.0800031, usage={'input_tokens': 6, 'cache_creation_input_tokens': 10758, 'cache_read_input_tokens': 68442, 'output_tokens': 1274, 'server_tool_use': {'web_search_requests': 0, 'web_fetch_requests': 0}, 'service_tier
2026-04-22 21:24:14 [DEBUG] coder_eval.agents.claude_code_agent: [coder] session_id changed: None -> 1b493bf7-ec80-4c24-8f79-65983e8b9d18
2026-04-22 21:24:14 [DEBUG] coder_eval.agents.claude_code_agent: [coder] Agent query stream ended
2026-04-22 21:24:14 [DEBUG] coder_eval.orchestrator: Agent response received (2844 chars)
2026-04-22 21:24:14 [DEBUG] coder_eval.orchestrator: Checking success criteria
2026-04-22 21:24:14 [INFO] coder_eval.evaluation.checker: Criterion 'file_exists' score: 1.00
2026-04-22 21:24:14 [INFO] coder_eval.evaluation.checker: Criterion 'file_contains' score: 1.00
2026-04-22 21:24:14 [INFO] coder_eval.evaluation.checker: Criterion 'file_contains' score: 1.00
2026-04-22 21:24:14 [INFO] coder_eval.orchestrator: Success criteria: 3/3 passed, weighted score: 1.000
2026-04-22 21:24:14 [INFO] coder_eval.orchestrator: All success criteria passed!
2026-04-22 21:24:14 [INFO] coder_eval.orchestrator: Running post-run command: python3 $SKILLS_REPO_PATH/tests/tasks/uipath-maestro-flow/_shared/cleanup_solutions.py
2026-04-22 21:24:14 [WARNING] coder_eval.orchestrator: [post_run stderr] cleanup_solutions: no .uipx files under cwd; nothing to do.
2026-04-22 21:24:14 [INFO] coder_eval.orchestrator: Sandbox preserved (in-place): runs/2026-04-22_20-39-58/default/skill-hitl-smoke-data-enrichment/00/artifacts/skill-hitl-smoke-data-enrichment