---
candidates_count: 0
created_at: '2026-04-24T16:28:48+08:00'
gate_status: blocked_missing_field
interaction_level: collaborative
l3_activity: derive
l4_cycle_count: 0
lane: code_method
mode: explore
posture: derive
protocol_version: 0.6.0
research_intensity: standard
research_loop_active: false
research_loop_max_cycles: 0
sources_count: 3
stage: L3
status: new
title: 'AITP Protocol v3: From Compliance Officer to Adversarial Collaborator'
topic_slug: aitp-protocol-v3
updated_at: '2026-04-27T13:41:12+08:00'
---

# AITP Protocol v3: From Compliance Officer to Adversarial Collaborator

## Research Question
How to refactor the AITP protocol so that Python handles only storage+search (~15 tools), while all physics judgment is embedded in skill files as adversarial collaborator prompts, making the agent behave like a skeptical theoretical physicist co-author rather than a form-filling clerk?
