Skill hitl activation escalation

Passed

skill-hitl-activation-escalation · run 2026-04-21_21-02-20

Score: 1.00
Duration: 31.0s
Cost: —
Final status: SUCCESS
Tool calls: 1

uipath-human-in-the-loopsmoke

Prompt

My UiPath Flow has an AI agent that classifies customer complaints. When
the agent confidence is below 70%, a human needs to step in and make the
final call before the complaint is routed.

Write a recommendation.json file with:
{
  "hitl_needed": true,
  "pattern": "<which business pattern applies>",
  "insertion_point": "<where in the flow the HITL node should go>",
  "proposed_schema": {
    "inputs": ["<field names>"],
    "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 identified an escalation patternscore 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-escalation/artifacts/skill-hitl-activation-escalation…

Artifacts

none

task.log

5,506 bytes · click to view

2026-04-21 21:33:45 [DEBUG] coder_eval.criteria: Criteria already discovered, skipping
2026-04-21 21:33:45 [DEBUG] coder_eval.criteria: Validated 16 criterion checkers
2026-04-21 21:33:45 [INFO] coder_eval.orchestrator: API routing: anthropic_direct
2026-04-21 21:33:45 [INFO] coder_eval.orchestrator: Starting iteration 1/2
2026-04-21 21:33:45 [DEBUG] coder_eval.orchestrator: Sending prompt: My UiPath Flow has an AI agent that classifies customer complaints. When
the agent confidence is bel...
2026-04-21 21:33:45 [DEBUG] coder_eval.agents.claude_code_agent: Starting agent query stream...
2026-04-21 21:34:02 [DEBUG] coder_eval.agents.claude_code_agent: --- SYSTEM (hook_started): {'type': 'system', 'subtype': 'hook_started', 'hook_id': '61614bfd-17ed-47b5-8a9c-f54c4ef445b9', 'hook_name': 'SessionStart:startup', 'hook_event': 'SessionStart', 'uuid': '703b90c8-905b-4365-9bc1-3ad
2026-04-21 21:34:02 [DEBUG] coder_eval.agents.claude_code_agent: --- SYSTEM (hook_response): {'type': 'system', 'subtype': 'hook_response', 'hook_id': '61614bfd-17ed-47b5-8a9c-f54c4ef445b9', 'hook_name': 'SessionStart:startup', 'hook_event': 'SessionStart', 'output': '@uipath/cli is already i
2026-04-21 21:34:02 [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-escalation/artifacts/skill-hitl-activation-escalation', 'session_id': 
2026-04-21 21:34:05 [DEBUG] coder_eval.agents.claude_code_agent: >>> ASSISTANT BLOCK (ThinkingBlock): ThinkingBlock(thinking='The user wants me to create a recommendation.json file for a Human-in-the-Loop (HITL) configuration for their UiPath Flow. Let me analyze the scenario:\n\n- AI agent classifies
2026-04-21 21:34:08 [DEBUG] coder_eval.agents.claude_code_agent: >>> TOOL CALL: Write | id=toolu_01KNW288bPARvEpMUJyfunRH | params={
  "file_path": "/Users/religa/src/coder_eval/runs/2026-04-21_21-02-20/default/skill-hitl-activation-escalation/artifacts/skill-hitl-activation-escalation/recommendation.json",
  "content": "{\n  \"hitl_needed\": true,\n  \"pattern\": \"low-confidence escalation\",\n  \"insertion_point\": \"after AI classification step, before complaint routing, when confidence_score < 0.70\",\n  \"proposed_schema\": {\n    \"inputs\": [\n      \"complaint_text\",\n      \"predicted_category\",\n      \"confidence_score\",\n      \"customer_id\",\n      \"complaint_id\"\n    ],\n    \"outcomes\": [\n      \"Billing Issue\",\n      \"Technical Support\",\n      \"Delivery Problem\",\n      \"Product Defect\",\n      \"General Inquiry\",\n      \"Other\"\n    ]\n  }\n}\n"
}
2026-04-21 21:34:08 [DEBUG] coder_eval.agents.claude_code_agent: <<< TOOL RESULT [OK]: id=toolu_01KNW288bPARvEpMUJyfunRH | File created successfully at: /Users/religa/src/coder_eval/runs/2026-04-21_21-02-20/default/skill-hitl-activation-escalation/artifacts/skill-hitl-activation-escalation/recommendation.json
2026-04-21 21:34:08 [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 21:34:15 [DEBUG] coder_eval.agents.claude_code_agent: >>> ASSISTANT: Here's a breakdown of the decisions made in `recommendation.json`:

- **Pattern — `low-confidence escalation`**: This is the standard HITL pattern where an automated step (here, the AI classifier) produces a result but lacks sufficient certainty, so a human is brought in to validate before the process continues. It differs from, e.g., an *approval gate* (which always requires a human sign-off regardless of confidence) or *exception handling* (triggered by errors, not uncertainty).

- **Insertion
2026-04-21 21:34:15 [DEBUG] coder_eval.agents.claude_code_agent: <<< RESULT: cost=$0.043888500000000004, usage={'input_tokens': 3, 'cache_creation_input_tokens': 7050, 'cache_read_input_tokens': 23840, 'output_tokens': 686, 'server_tool_use': {'web_search_requests': 0, 'web_fetch_requests': 0}, 'service_tier':
2026-04-21 21:34:15 [DEBUG] coder_eval.agents.claude_code_agent: session_id changed: None -> 31a07542-2a21-499e-9721-cc4d5e393188
2026-04-21 21:34:16 [DEBUG] coder_eval.agents.claude_code_agent: Agent query stream ended
2026-04-21 21:34:16 [DEBUG] coder_eval.orchestrator: Agent response received (2796 chars)
2026-04-21 21:34:16 [DEBUG] coder_eval.orchestrator: Checking success criteria
2026-04-21 21:34:16 [INFO] coder_eval.evaluation.checker: Criterion 'file_exists' score: 1.00
2026-04-21 21:34:16 [INFO] coder_eval.evaluation.checker: Criterion 'file_contains' score: 1.00
2026-04-21 21:34:16 [INFO] coder_eval.evaluation.checker: Criterion 'file_contains' score: 1.00
2026-04-21 21:34:16 [INFO] coder_eval.orchestrator: Success criteria: 3/3 passed, weighted score: 1.000
2026-04-21 21:34:16 [INFO] coder_eval.orchestrator: All success criteria passed!
2026-04-21 21:34:16 [INFO] coder_eval.orchestrator: Running post-run command: python3 $SKILLS_REPO_PATH/tests/tasks/uipath-maestro-flow/_shared/cleanup_solutions.py
2026-04-21 21:34:16 [WARNING] coder_eval.orchestrator: [post_run stderr] cleanup_solutions: no .uipx files under cwd; nothing to do.
2026-04-21 21:34:16 [INFO] coder_eval.orchestrator: Sandbox preserved (in-place): runs/2026-04-21_21-02-20/default/skill-hitl-activation-escalation/artifacts/skill-hitl-activation-escalation