kaxil opened a new pull request, #62870:
URL: https://github.com/apache/airflow/pull/62870

   The existing `AGENTS.md` for the common AI provider covers hooks and 
operators but has no guidance for toolsets. As we start adding more toolset 
backends alongside `SQLToolset`, contributors need a clear pattern to follow.
   
   This adds:
   
   - **"One backend per toolset" design principle** — each toolset wraps a 
single execution backend. When a new backend needs the same tool interface, 
create a new toolset class rather than adding conditional branches. Users 
compose toolsets via `AgentOperator(toolsets=[...])`.
   - **"Adding a New Toolset" section** — covers the four-tool SQL pattern 
(`list_tables`, `get_schema`, `query`, `check_query`), shared helper 
extraction, constructor hygiene (no silently-ignored params), and 
`sequential=True` guidance.
   - **Toolsets key path** added to the Key Paths section.
   
   ## Why now
   
   With DataFusion and other backends on the horizon, having this guidance 
upfront keeps new toolset PRs consistent and avoids dual-mode classes that 
branch on constructor params.


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