[docs] Consolidate developer specifications into instructions file (2026-02-23)#17794

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docs: update developer instructions to v2.8 with PR #17769 features

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Merge branch 'main' into docs/consolidate-dev-instructions-2026-02-23-f141a5e25f759039
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