Skill hitl activation escalation

Passed

skill-hitl-activation-escalation · run 2026-04-19_12-09-06

Score: 1.00
Duration: 20.3s
Cost: $0.041
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/2026-04-19_12-09-06/default/skill-hitl-activation-escalation/artifacts/skill-hitl-activation-escalation…

Artifacts

none

task.log

5,030 bytes · click to view

2026-04-19 12:18:22 [DEBUG] coder_eval.criteria: Criteria already discovered, skipping
2026-04-19 12:18:22 [DEBUG] coder_eval.criteria: Validated 13 criterion checkers
2026-04-19 12:18:22 [INFO] coder_eval.orchestrator: API routing: anthropic_direct
2026-04-19 12:18:23 [INFO] coder_eval.orchestrator: Starting iteration 1/2
2026-04-19 12:18:23 [DEBUG] coder_eval.orchestrator: Sending prompt: My UiPath Flow has an AI agent that classifies customer complaints. When
the agent confidence is bel...
2026-04-19 12:18:23 [DEBUG] coder_eval.agents.claude_code_agent: Starting agent query stream...
2026-04-19 12:18:27 [DEBUG] coder_eval.agents.claude_code_agent: --- SYSTEM (hook_started): {'type': 'system', 'subtype': 'hook_started', 'hook_id': 'f8b34d60-5bb3-4bf1-b9d7-9875a93e23da', 'hook_name': 'SessionStart:startup', 'hook_event': 'SessionStart', 'uuid': 'a5a6d154-2382-4e6a-acdb-a75
2026-04-19 12:18:27 [DEBUG] coder_eval.agents.claude_code_agent: --- SYSTEM (hook_response): {'type': 'system', 'subtype': 'hook_response', 'hook_id': 'f8b34d60-5bb3-4bf1-b9d7-9875a93e23da', 'hook_name': 'SessionStart:startup', 'hook_event': 'SessionStart', 'output': '@uipath/cli is already i
2026-04-19 12:18:27 [DEBUG] coder_eval.agents.claude_code_agent: --- SYSTEM (init): {'type': 'system', 'subtype': 'init', 'cwd': '/Users/religa/src/coder_eval/runs/2026-04-19_12-09-06/default/skill-hitl-activation-escalation/artifacts/skill-hitl-activation-escalation', 'session_id': 
2026-04-19 12:18:30 [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) pattern for their UiPath Flow. Let me analyze the scenario:\n\n- AI agent classifies custom
2026-04-19 12:18:33 [DEBUG] coder_eval.agents.claude_code_agent: >>> TOOL CALL: Write | id=toolu_01UQ2XK35YyUDkSxv6b3ym2w | params={'file_path': '/Users/religa/src/coder_eval/runs/2026-04-19_12-09-06/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 classificati
2026-04-19 12:18:33 [DEBUG] coder_eval.agents.claude_code_agent: <<< TOOL RESULT [OK]: id=toolu_01UQ2XK35YyUDkSxv6b3ym2w | File created successfully at: /Users/religa/src/coder_eval/runs/2026-04-19_12-09-06/default/skill-hitl-activation-escalation/artifacts/skill-hitl-activation-escalation/recommendation.json
2026-04-19 12:18:33 [DEBUG] coder_eval.agents.claude_code_agent: --- RateLimitEvent: RateLimitEvent(rate_limit_info=RateLimitInfo(status='allowed', resets_at=1776643200, rate_limit_type='five_hour', utilization=None, overage_status='allowed', overage_resets_at=1777593600, overage_disa
2026-04-19 12:18:41 [DEBUG] coder_eval.agents.claude_code_agent: >>> ASSISTANT: The `recommendation.json` file has been written. Here's a breakdown of the design decisions:

- **Pattern — `low-confidence escalation`**: This is the canonical HITL pattern for AI models that produce a confidence score. Instead of blocking *all* classifications on a human, only uncertain ones (< 70%) are escalated — keeping automation high while guarding against risky misclassifications.

- **Insertion point**: The HITL node sits *after* the AI classification (so the human sees the model's pred
2026-04-19 12:18:41 [DEBUG] coder_eval.agents.claude_code_agent: <<< RESULT: cost=$0.04119855, usage={'input_tokens': 3, 'cache_creation_input_tokens': 6275, 'cache_read_input_tokens': 23061, 'output_tokens': 716, 'server_tool_use': {'web_search_requests': 0, 'web_fetch_requests': 0}, 'service_tier':
2026-04-19 12:18:41 [DEBUG] coder_eval.agents.claude_code_agent: session_id changed: None -> 17586fe0-439a-4a12-aa76-edfdf7607473
2026-04-19 12:18:42 [DEBUG] coder_eval.agents.claude_code_agent: Agent query stream ended
2026-04-19 12:18:42 [DEBUG] coder_eval.orchestrator: Agent response received (2824 chars)
2026-04-19 12:18:42 [DEBUG] coder_eval.orchestrator: Checking success criteria
2026-04-19 12:18:42 [INFO] coder_eval.evaluation.checker: Criterion 'file_exists' score: 1.00
2026-04-19 12:18:42 [INFO] coder_eval.evaluation.checker: Criterion 'file_contains' score: 1.00
2026-04-19 12:18:42 [INFO] coder_eval.evaluation.checker: Criterion 'file_contains' score: 1.00
2026-04-19 12:18:42 [INFO] coder_eval.orchestrator: Success criteria: 3/3 passed, weighted score: 1.000
2026-04-19 12:18:42 [INFO] coder_eval.orchestrator: All success criteria passed!
2026-04-19 12:18:42 [INFO] coder_eval.orchestrator: Running post-run command: python3 $SKILLS_REPO_PATH/tests/tasks/uipath-maestro-flow/_shared/cleanup_solutions.py
2026-04-19 12:18:42 [WARNING] coder_eval.orchestrator: [post_run stderr] cleanup_solutions: no .uipx files under cwd; nothing to do.
2026-04-19 12:18:42 [INFO] coder_eval.orchestrator: Sandbox preserved (in-place): runs/2026-04-19_12-09-06/default/skill-hitl-activation-escalation/artifacts/skill-hitl-activation-escalation