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Add centralized AI directory for Knowledge and Recipes #2490

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AmmarAbouZor wants to merge 2 commits intoesrlabs:masterfrom
AmmarAbouZor:agents-context-center
Open

Add centralized AI directory for Knowledge and Recipes #2490
AmmarAbouZor wants to merge 2 commits intoesrlabs:masterfrom
AmmarAbouZor:agents-context-center

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@AmmarAbouZor
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This PR provides an alternative way for adding support for AI Agents development other than #2485 .
At the end only one of those PRs should be merged.

The approach here is to group all AI agent context related infos in one directory in the root of the repo separating the code from AI Agents instructions and knowledge resources

* Introduce a dedicated .ai directory with a canonical INDEX.md and
  per-target context guides using a mirrored repository layout.
* Keep a minimal root AGENTS.md as the entry point.
* Introduce knowledge directory for context about the codebase.
* Add playbook directory to describe recipes for common tasks.
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