docs: revamp AGENTS.md, README and docs to owner standards (RUL-78) - #32
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Rewrote AGENTS.md as goal, hard lines with reasons, and how a result is judged (real CI check names); removed the planned capability row and dated benchmark note; dropped lifecycle line from PROJECT.md. README was already in sales voice with no hedging; the generated Also-from block and bench block are untouched, and the earlier star-hint, MCP bundle and gallery changes are kept.
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