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feat: add AI guidance files copilot.md and agent.md (#518)#525

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feat: add AI guidance files copilot.md and agent.md (#518)#525
pankajbaid567 wants to merge 3 commits into
dswah:mainfrom
pankajbaid567:feat/add-copilot-agent-md

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PR Title: Feat: Add AI guidance files agent.md and copilot.md (#518)

Description

This PR resolves issue #518 by adding AI guidance files to improve the developer and contributor experience when using LLM tools (e.g., GitHub Copilot, Cursor, ChatGPT) alongside pyGAM.

Changes Made

  • Added copilot.md: Specialized instructions designed for GitHub Copilot regarding pyGAM model terms, tuning mechanisms (gam.gridsearch), internal state persistence, and Python layout/style configurations.
  • Added agent.md: Broader developer instructions containing tips and tricks for guiding conversational AI context windows, covering things like sharing summary(), formatting with ruff and black, NumPy doctrine for documentation, and API style caveats when compared to sklearn's pipeline system.

These files do not alter any core code or test structures and exist purely for development ecosystem improvement via AI.

Closes #518

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[AI] Add agent.md and copilot.md for this repo.

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