Skill hitl activation compliance

Passed

skill-hitl-activation-compliance · run 2026-04-17_13-38-59

Score: 1.00
Duration: 47.8s
Cost: $0.128
Final status: SUCCESS
Tool calls: 5

uipath-human-in-the-loopsmoke

Prompt

Automate GDPR data deletion requests. Each request requires documented
sign-off from our data privacy officer before the deletion actually runs —
we need an audit trail for every decision.

Write a recommendation.json file with:
{
  "hitl_needed": true,
  "pattern": "<which business pattern applies>",
  "proposed_schema": {
    "inputs": ["<what the privacy officer will see>"],
    "outputs": ["<what they fill in>"],
    "outcomes": ["<their decision options>"]
  }
}

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 compliance/audit patternscore 1

Includes: 1/1 found; Score: 1.00

Command timeline (5)

agent tool calls in order

1.Write/Users/religa/src/coder_eval/runs/2026-04-17_13-38-59/default/skill-hitl-activation-compliance/artifacts/skill-hitl-activation-compliance…
2.Skilluipath:uipath-human-in-the-loop
3.Read/Users/religa/src/skills/skills/uipath-human-in-the-loop/references/hitl-patterns.md
4.Edit/Users/religa/src/coder_eval/runs/2026-04-17_13-38-59/default/skill-hitl-activation-compliance/artifacts/skill-hitl-activation-compliance…
5.Read/Users/religa/src/coder_eval/runs/2026-04-17_13-38-59/default/skill-hitl-activation-compliance/artifacts/skill-hitl-activation-compliance…

Artifacts

none

task.log

12,330 bytes · click to view

2026-04-17 13:56:42 [DEBUG] coder_eval.criteria: Criteria already discovered, skipping
2026-04-17 13:56:42 [DEBUG] coder_eval.criteria: Validated 13 criterion checkers
2026-04-17 13:56:42 [INFO] coder_eval.orchestrator: API routing: anthropic_direct
2026-04-17 13:56:42 [INFO] coder_eval.orchestrator: Starting iteration 1/2
2026-04-17 13:56:42 [DEBUG] coder_eval.orchestrator: Sending prompt: Automate GDPR data deletion requests. Each request requires documented
sign-off from our data privac...
2026-04-17 13:56:42 [DEBUG] coder_eval.agents.claude_code_agent: Starting agent query stream...
2026-04-17 13:56:47 [DEBUG] coder_eval.agents.claude_code_agent: --- SYSTEM (hook_started): {'type': 'system', 'subtype': 'hook_started', 'hook_id': '8db32def-0156-4452-a5fc-fb3e800d8134', 'hook_name': 'SessionStart:startup', 'hook_event': 'SessionStart', 'uuid': 'cfa0d526-e20f-47df-a1a5-567
2026-04-17 13:56:47 [DEBUG] coder_eval.agents.claude_code_agent: --- SYSTEM (hook_response): {'type': 'system', 'subtype': 'hook_response', 'hook_id': '8db32def-0156-4452-a5fc-fb3e800d8134', 'hook_name': 'SessionStart:startup', 'hook_event': 'SessionStart', 'output': '@uipath/cli is already i
2026-04-17 13:56:47 [DEBUG] coder_eval.agents.claude_code_agent: --- SYSTEM (init): {'type': 'system', 'subtype': 'init', 'cwd': '/Users/religa/src/coder_eval/runs/2026-04-17_13-38-59/default/skill-hitl-activation-compliance/artifacts/skill-hitl-activation-compliance', 'session_id': 
2026-04-17 13:56:52 [DEBUG] coder_eval.agents.claude_code_agent: >>> ASSISTANT BLOCK (ThinkingBlock): ThinkingBlock(thinking='The user wants me to write a recommendation.json file for automating GDPR data deletion requests with human-in-the-loop (HITL) sign-off from a data privacy officer.\n\nLet me a
2026-04-17 13:56:55 [DEBUG] coder_eval.agents.claude_code_agent: >>> TOOL CALL: Write | id=toolu_012rAWSi3fpxpAffg2GRot1g | params={'file_path': '/Users/religa/src/coder_eval/runs/2026-04-17_13-38-59/default/skill-hitl-activation-compliance/artifacts/skill-hitl-activation-compliance/recommendation.json', 'content': '{\n  "hitl_needed": true,\n  "pattern": "approval_gate",\n  "proposed_schema": {\n    "inputs": [\n      "request
2026-04-17 13:56:55 [DEBUG] coder_eval.agents.claude_code_agent: --- RateLimitEvent: RateLimitEvent(rate_limit_info=RateLimitInfo(status='allowed', resets_at=1776470400, rate_limit_type='five_hour', utilization=None, overage_status='allowed', overage_resets_at=1777593600, overage_disa
2026-04-17 13:56:55 [DEBUG] coder_eval.agents.claude_code_agent: <<< TOOL RESULT [OK]: id=toolu_012rAWSi3fpxpAffg2GRot1g | File created successfully at: /Users/religa/src/coder_eval/runs/2026-04-17_13-38-59/default/skill-hitl-activation-compliance/artifacts/skill-hitl-activation-compliance/recommendation.json
2026-04-17 13:57:01 [DEBUG] coder_eval.agents.claude_code_agent: >>> ASSISTANT: The `recommendation.json` file has been written. Here's a summary of the design decisions:

- **`hitl_needed: true`** — Mandatory, since GDPR Article 17 deletion requests carry legal accountability; automated execution without human sign-off would be non-compliant.

- **`pattern: "approval_gate"`** — This is a classic approval gate: the automation pauses after preparing the deletion package, waits for an authorised human (the Data Privacy Officer) to review and decide, then proceeds only if appr
2026-04-17 13:57:01 [DEBUG] coder_eval.agents.claude_code_agent: <<< RESULT: cost=$0.042029849999999994, usage={'input_tokens': 3, 'cache_creation_input_tokens': 6337, 'cache_read_input_tokens': 23057, 'output_tokens': 756, 'server_tool_use': {'web_search_requests': 0, 'web_fetch_requests': 0}, 'service_tier':
2026-04-17 13:57:01 [DEBUG] coder_eval.agents.claude_code_agent: session_id changed: None -> 51a19608-8f8b-4550-8102-3d40da65dc5d
2026-04-17 13:57:02 [DEBUG] coder_eval.agents.claude_code_agent: Agent query stream ended
2026-04-17 13:57:02 [DEBUG] coder_eval.orchestrator: Agent response received (2600 chars)
2026-04-17 13:57:02 [DEBUG] coder_eval.orchestrator: Checking success criteria
2026-04-17 13:57:02 [INFO] coder_eval.evaluation.checker: Criterion 'file_exists' score: 1.00
2026-04-17 13:57:02 [INFO] coder_eval.evaluation.checker: Criterion 'file_contains' score: 1.00
2026-04-17 13:57:02 [INFO] coder_eval.evaluation.checker: Criterion 'file_contains' score: 0.00
2026-04-17 13:57:02 [INFO] coder_eval.orchestrator: Success criteria: 2/3 passed, weighted score: 0.667
2026-04-17 13:57:02 [DEBUG] coder_eval.orchestrator: Tool calls for iteration 1:
  1. [success] Write /Users/religa/src/coder_eval/runs/2026-04-17_13-38-59/default/skill-hitl-activation-compliance/artifacts/skill-hitl-activation-compliance/recommendation.json → File created successfully at: /Users/religa/src/coder_eval/runs/2026-04-17_13-38
2026-04-17 13:57:02 [INFO] coder_eval.orchestration.evaluation: Using deterministic feedback from failed criteria
2026-04-17 13:57:02 [INFO] coder_eval.orchestrator: Starting iteration 2/2
2026-04-17 13:57:02 [DEBUG] coder_eval.orchestrator: Sending prompt: The following checks failed:

- Agent identified compliance/audit pattern
  Score: 0.00 (threshold: ...
2026-04-17 13:57:02 [DEBUG] coder_eval.agents.claude_code_agent: Starting agent query stream...
2026-04-17 13:57:07 [DEBUG] coder_eval.agents.claude_code_agent: --- SYSTEM (hook_started): {'type': 'system', 'subtype': 'hook_started', 'hook_id': '199f651b-030b-4c76-ad47-39d860521690', 'hook_name': 'SessionStart:resume', 'hook_event': 'SessionStart', 'uuid': '25d32d29-0df7-428b-8597-5e3c
2026-04-17 13:57:07 [DEBUG] coder_eval.agents.claude_code_agent: --- SYSTEM (hook_response): {'type': 'system', 'subtype': 'hook_response', 'hook_id': '199f651b-030b-4c76-ad47-39d860521690', 'hook_name': 'SessionStart:resume', 'hook_event': 'SessionStart', 'output': '@uipath/cli is already in
2026-04-17 13:57:07 [DEBUG] coder_eval.agents.claude_code_agent: --- SYSTEM (init): {'type': 'system', 'subtype': 'init', 'cwd': '/Users/religa/src/coder_eval/runs/2026-04-17_13-38-59/default/skill-hitl-activation-compliance/artifacts/skill-hitl-activation-compliance', 'session_id': 
2026-04-17 13:57:11 [DEBUG] coder_eval.agents.claude_code_agent: >>> ASSISTANT BLOCK (ThinkingBlock): ThinkingBlock(thinking='The check failed because the pattern wasn\'t recognized. Let me look at what pattern is expected. The check is looking for a specific pattern related to compliance/audit. The s
2026-04-17 13:57:12 [DEBUG] coder_eval.agents.claude_code_agent: >>> TOOL CALL: Skill | id=toolu_01DMkyL8asBh1Pd8zCUvejjV | params={'skill': 'uipath:uipath-human-in-the-loop', 'args': 'GDPR data deletion requests requiring documented sign-off from data privacy officer before deletion runs, audit trail for every decision'}
2026-04-17 13:57:12 [DEBUG] coder_eval.agents.claude_code_agent: --- RateLimitEvent: RateLimitEvent(rate_limit_info=RateLimitInfo(status='allowed', resets_at=1776470400, rate_limit_type='five_hour', utilization=None, overage_status='allowed', overage_resets_at=1777593600, overage_disa
2026-04-17 13:57:12 [DEBUG] coder_eval.agents.claude_code_agent: <<< TOOL RESULT [OK]: id=toolu_01DMkyL8asBh1Pd8zCUvejjV | Launching skill: uipath:uipath-human-in-the-loop
2026-04-17 13:57:15 [DEBUG] coder_eval.agents.claude_code_agent: >>> ASSISTANT BLOCK (ThinkingBlock): ThinkingBlock(thinking='Let me read the HITL patterns reference to understand what pattern name to use for this compliance/audit scenario.', signature='ErACClsIDBgCKkDarHd/GZ2bc2ELreVqEyp5518LfvSxjiUZ
2026-04-17 13:57:15 [DEBUG] coder_eval.agents.claude_code_agent: >>> TOOL CALL: Read | id=toolu_01Gzg4SUx3nWMcPcHwNHynWn | params={'file_path': '/Users/religa/src/skills/skills/uipath-human-in-the-loop/references/hitl-patterns.md'}
2026-04-17 13:57:15 [DEBUG] coder_eval.agents.claude_code_agent: <<< TOOL RESULT [OK]: id=toolu_01Gzg4SUx3nWMcPcHwNHynWn |      1→# HITL Business Pattern Recognition Guide
     2→
     3→Use this guide to decide whether a business process needs a Human-in-the-Loop node, and where to place it — even when the user has not explicitly asked for one.
     4→
     5→---
     6→
     7→## When to Recommend HITL
     8→
     9→
2026-04-17 13:57:22 [DEBUG] coder_eval.agents.claude_code_agent: >>> ASSISTANT BLOCK (ThinkingBlock): ThinkingBlock(thinking='The pattern for GDPR data deletion with audit trail and documented sign-off from a data privacy officer is clearly the **"Compliance and audit checkpoint"** pattern - it matche
2026-04-17 13:57:22 [DEBUG] coder_eval.agents.claude_code_agent: >>> ASSISTANT: The pattern in the reference guide for GDPR/audit trail scenarios is **"Compliance and audit checkpoint"** — not `"approval_gate"`. Let me fix the `recommendation.json`:
2026-04-17 13:57:23 [DEBUG] coder_eval.agents.claude_code_agent: >>> TOOL CALL: Edit | id=toolu_01HPriRDFr7WP7omrtRSRfSi | params={'replace_all': False, 'file_path': '/Users/religa/src/coder_eval/runs/2026-04-17_13-38-59/default/skill-hitl-activation-compliance/artifacts/skill-hitl-activation-compliance/recommendation.json', 'old_string': '  "pattern": "approval_gate",', 'new_string': '  "pattern": "compliance_checkpoint",'}
2026-04-17 13:57:23 [DEBUG] coder_eval.agents.claude_code_agent: <<< TOOL RESULT [OK]: id=toolu_01HPriRDFr7WP7omrtRSRfSi | The file /Users/religa/src/coder_eval/runs/2026-04-17_13-38-59/default/skill-hitl-activation-compliance/artifacts/skill-hitl-activation-compliance/recommendation.json has been updated successfully.
2026-04-17 13:57:25 [DEBUG] coder_eval.agents.claude_code_agent: >>> TOOL CALL: Read | id=toolu_01QWDVGmCUtbfcvaJYFrTbVS | params={'file_path': '/Users/religa/src/coder_eval/runs/2026-04-17_13-38-59/default/skill-hitl-activation-compliance/artifacts/skill-hitl-activation-compliance/recommendation.json'}
2026-04-17 13:57:25 [DEBUG] coder_eval.agents.claude_code_agent: <<< TOOL RESULT [OK]: id=toolu_01QWDVGmCUtbfcvaJYFrTbVS |      1→{
     2→  "hitl_needed": true,
     3→  "pattern": "compliance_checkpoint",
     4→  "proposed_schema": {
     5→    "inputs": [
     6→      "request_id",
     7→      "data_subject_name",
     8→      "data_subject_email",
     9→      "request_received_date",
    10→      "request_source"
2026-04-17 13:57:29 [DEBUG] coder_eval.agents.claude_code_agent: >>> ASSISTANT: The `recommendation.json` has been updated. The key fix:

- **`pattern`** changed from `"approval_gate"` → **`"compliance_checkpoint"`**

This aligns with the HITL pattern recognition guide, which explicitly lists GDPR-related scenarios under **"Compliance and audit checkpoint"** — characterised by signals like "compliance", "audit trail", "regulatory sign-off", and "GDPR consent flows". The pattern mandates a human sign-off at a checkpoint defined by regulation or internal policy, which is exac
2026-04-17 13:57:29 [DEBUG] coder_eval.agents.claude_code_agent: <<< RESULT: cost=$0.08642174999999999, usage={'input_tokens': 9, 'cache_creation_input_tokens': 12445, 'cache_read_input_tokens': 83420, 'output_tokens': 980, 'server_tool_use': {'web_search_requests': 0, 'web_fetch_requests': 0}, 'service_tier'
2026-04-17 13:57:29 [DEBUG] coder_eval.agents.claude_code_agent: Agent query stream ended
2026-04-17 13:57:29 [DEBUG] coder_eval.orchestrator: Agent response received (1488 chars)
2026-04-17 13:57:29 [DEBUG] coder_eval.orchestrator: Checking success criteria
2026-04-17 13:57:29 [INFO] coder_eval.evaluation.checker: Criterion 'file_exists' score: 1.00
2026-04-17 13:57:29 [INFO] coder_eval.evaluation.checker: Criterion 'file_contains' score: 1.00
2026-04-17 13:57:29 [INFO] coder_eval.evaluation.checker: Criterion 'file_contains' score: 1.00
2026-04-17 13:57:29 [INFO] coder_eval.orchestrator: Success criteria: 3/3 passed, weighted score: 1.000
2026-04-17 13:57:29 [INFO] coder_eval.orchestrator: All success criteria passed!
2026-04-17 13:57:29 [INFO] coder_eval.orchestrator: Running post-run command: python3 $SKILLS_REPO_PATH/tests/tasks/uipath-maestro-flow/_shared/cleanup_solutions.py
2026-04-17 13:57:29 [WARNING] coder_eval.orchestrator: [post_run stderr] cleanup_solutions: no .uipx files under cwd; nothing to do.
2026-04-17 13:57:29 [INFO] coder_eval.orchestrator: Sandbox preserved (in-place): runs/2026-04-17_13-38-59/default/skill-hitl-activation-compliance/artifacts/skill-hitl-activation-compliance