docs: rewrite positioning, readme, and paper narrative#81
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docs: rewrite positioning, readme, and paper narrative#81
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Restructure all three documents around a single derivation chain: agents build tools → tools are state machines → state machines are descriptions → descriptions need a constructor → verified descriptions are skills → skills need governance → skills must evolve → evolution needs trust calibration. Key changes: - POSITIONING: unified narrative (was two disjointed halves), Von Neumann architecture emerges from the derivation instead of restarting it, tools/skills terminology transition happens once and sticks, section 8 merges status/limitations/layers into one honest assessment - README: Paperclip-style approachable structure, implementation details in collapsible section, skills terminology throughout - PAPER: Von Neumann framing in abstract and intro, updated references, GEPA and skill system introduced Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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