Skill hitl activation data enrichment
Passedskill-hitl-activation-data-enrichment · run 2026-04-21_21-02-20
- Score
- 1.00
- Duration
- 23.6s
- Cost
- —
- Final status
- SUCCESS
- Tool calls
- 1
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,
"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 (1)
agent tool calls in order
- 1.Write/Users/religa/src/coder_eval/runs/2026-04-21_21-02-20/default/skill-hitl-activation-data-enrichment/artifacts/skill-hitl-activation-data-…
Artifacts
none
task.log
5,397 bytes · click to view
2026-04-21 21:39:58 [DEBUG] coder_eval.criteria: Criteria already discovered, skipping
2026-04-21 21:39:58 [DEBUG] coder_eval.criteria: Validated 16 criterion checkers
2026-04-21 21:39:58 [INFO] coder_eval.orchestrator: API routing: anthropic_direct
2026-04-21 21:39:58 [INFO] coder_eval.orchestrator: Starting iteration 1/2
2026-04-21 21:39:58 [DEBUG] coder_eval.orchestrator: Sending prompt: OCR extracted invoice data from a PDF but several fields are blank —
vendor code, cost center, and P...
2026-04-21 21:39:58 [DEBUG] coder_eval.agents.claude_code_agent: Starting agent query stream...
2026-04-21 21:40:02 [DEBUG] coder_eval.agents.claude_code_agent: --- SYSTEM (hook_started): {'type': 'system', 'subtype': 'hook_started', 'hook_id': 'b61c89b9-98ad-422f-9bf9-914fa28cb59a', 'hook_name': 'SessionStart:startup', 'hook_event': 'SessionStart', 'uuid': '3b779691-dd8c-4c8f-9024-00e
2026-04-21 21:40:02 [DEBUG] coder_eval.agents.claude_code_agent: --- SYSTEM (hook_response): {'type': 'system', 'subtype': 'hook_response', 'hook_id': 'b61c89b9-98ad-422f-9bf9-914fa28cb59a', 'hook_name': 'SessionStart:startup', 'hook_event': 'SessionStart', 'output': '@uipath/cli is already i
2026-04-21 21:40:02 [DEBUG] coder_eval.agents.claude_code_agent: --- SYSTEM (init): {'type': 'system', 'subtype': 'init', 'cwd': '/Users/religa/src/coder_eval/runs/2026-04-21_21-02-20/default/skill-hitl-activation-data-enrichment/artifacts/skill-hitl-activation-data-enrichment', 'ses
2026-04-21 21:40:11 [DEBUG] coder_eval.agents.claude_code_agent: >>> 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 several fields are missing (vendor code, cost
2026-04-21 21:40:13 [DEBUG] coder_eval.agents.claude_code_agent: >>> TOOL CALL: Write | id=toolu_01YQRhafai8jh19sA9kgU2Kx | params={
"file_path": "/Users/religa/src/coder_eval/runs/2026-04-21_21-02-20/default/skill-hitl-activation-data-enrichment/artifacts/skill-hitl-activation-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 \"currency\"\n ],\n \"inOuts\": [\n \"vendor_code\",\n \"cost_center\",\n \"po_number\"\n ],\n \"outcomes\": [\n \"Submit\",\n \"Reject\"\n ]\n }\n}\n"
}
2026-04-21 21:40:13 [DEBUG] coder_eval.agents.claude_code_agent: <<< TOOL RESULT [OK]: id=toolu_01YQRhafai8jh19sA9kgU2Kx | File created successfully at: /Users/religa/src/coder_eval/runs/2026-04-21_21-02-20/default/skill-hitl-activation-data-enrichment/artifacts/skill-hitl-activation-data-enrichment/recommendation.json
2026-04-21 21:40:13 [DEBUG] coder_eval.agents.claude_code_agent: --- RateLimitEvent: RateLimitEvent(rate_limit_info=RateLimitInfo(status='allowed_warning', resets_at=1776970800, rate_limit_type='seven_day', utilization=0.82, overage_status=None, overage_resets_at=None, overage_disable
2026-04-21 21:40:20 [DEBUG] coder_eval.agents.claude_code_agent: >>> ASSISTANT: The `recommendation.json` file has been written. Here's a breakdown of the design decisions:
- **`hitl_needed: true`** — The OCR-extracted record is incomplete; it cannot be safely posted to the accounting system without the missing fields.
- **`pattern: "data enrichment"`** — This is the canonical HITL pattern where an automated process extracts partial data and a human is asked to supply only the missing pieces, rather than re-entering everything.
- **`inputs`** — The fields already success
2026-04-21 21:40:20 [DEBUG] coder_eval.agents.claude_code_agent: <<< RESULT: cost=$0.045392999999999996, usage={'input_tokens': 3, 'cache_creation_input_tokens': 7134, 'cache_read_input_tokens': 23855, 'output_tokens': 765, 'server_tool_use': {'web_search_requests': 0, 'web_fetch_requests': 0}, 'service_tier':
2026-04-21 21:40:20 [DEBUG] coder_eval.agents.claude_code_agent: session_id changed: None -> 50f03362-43bd-47c2-9174-7923286bec6e
2026-04-21 21:40:21 [DEBUG] coder_eval.agents.claude_code_agent: Agent query stream ended
2026-04-21 21:40:21 [DEBUG] coder_eval.orchestrator: Agent response received (2612 chars)
2026-04-21 21:40:21 [DEBUG] coder_eval.orchestrator: Checking success criteria
2026-04-21 21:40:21 [INFO] coder_eval.evaluation.checker: Criterion 'file_exists' score: 1.00
2026-04-21 21:40:21 [INFO] coder_eval.evaluation.checker: Criterion 'file_contains' score: 1.00
2026-04-21 21:40:21 [INFO] coder_eval.evaluation.checker: Criterion 'file_contains' score: 1.00
2026-04-21 21:40:21 [INFO] coder_eval.orchestrator: Success criteria: 3/3 passed, weighted score: 1.000
2026-04-21 21:40:21 [INFO] coder_eval.orchestrator: All success criteria passed!
2026-04-21 21:40:21 [INFO] coder_eval.orchestrator: Running post-run command: python3 $SKILLS_REPO_PATH/tests/tasks/uipath-maestro-flow/_shared/cleanup_solutions.py
2026-04-21 21:40:21 [WARNING] coder_eval.orchestrator: [post_run stderr] cleanup_solutions: no .uipx files under cwd; nothing to do.
2026-04-21 21:40:21 [INFO] coder_eval.orchestrator: Sandbox preserved (in-place): runs/2026-04-21_21-02-20/default/skill-hitl-activation-data-enrichment/artifacts/skill-hitl-activation-data-enrichment