y-sudharshan commented on issue #62500:
URL: https://github.com/apache/airflow/issues/62500#issuecomment-4103578429

   @jason810496 @potiuk quick PoC summary from my side:
   
   Branch: 
https://github.com/y-sudharshan/airflow/tree/proposal/breeze-agent-skills-poc
   
   I kept this workflow-first and intentionally minimal, focused on 
maintainability and correctness.
   
   **Source of truth**: contributor docs 
(contributing-docs/03_contributors_quick_start.rst) with embedded [agent-skill] 
blocks.
   **Extraction**: [extract_agent_skills.py] parses those blocks into 
[generated/skills.json] and validates schema/required fields.
   **Drift guard:** [--check] fails if docs and generated skills diverge, so 
updates stay atomic.
   **Runtime layer**: context detection (host vs Breeze vs CI) + command 
planning with local-first execution and Breeze fallback only when needed.
   **Resilience**: manifest-first resolution, with breeze --help fallback for 
commands not found in manifest.
   **Validation**: full pipeline is exercised (docs -> extract -> check -> plan 
-> test) with 28 passing tests and refreshed proof artifacts.
   **Goal**: contributors edit workflows in one place, and automation keeps 
agent behavior synchronized without adding extra maintenance layers.
   
   


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