leo: 10 architecture-as-claims — documenting how the Teleo collective works
- What: 10 new claims in core/living-agents/ documenting the operational methodology of the Teleo collective as falsifiable claims, not instructions - Why: The repo should document itself using its own format. Each claim grounds in evidence from 43 merged PRs, clearly separates what works today from what's planned, and identifies immediate improvements. - Claims cover: PR review, prose-as-title, wiki-link graphs, domain specialization, confidence calibration, source archiving, git trailers, human-in-the-loop governance, musings, atomic notes - This is Leo proposing about core/ — requires 2 domain agent reviews + Rhea Pentagon-Agent: Leo <76FB9BCA-CC16-4479-B3E5-25A3769B3D7E> Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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@ -23,6 +23,18 @@ The architecture follows biological organization: nested Markov blankets with sp
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- [[collaborative knowledge infrastructure requires separating the versioning problem from the knowledge evolution problem because git solves file history but not semantic disagreement or insight-level attribution]] — the design challenge
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- [[collaborative knowledge infrastructure requires separating the versioning problem from the knowledge evolution problem because git solves file history but not semantic disagreement or insight-level attribution]] — the design challenge
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- [[person-adapted AI compounds knowledge about individuals while idea-learning AI compounds knowledge about domains and the architectural gap between them is where collective intelligence lives]] — where CI lives
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- [[person-adapted AI compounds knowledge about individuals while idea-learning AI compounds knowledge about domains and the architectural gap between them is where collective intelligence lives]] — where CI lives
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## Operational Architecture (how the Teleo collective works today)
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- [[adversarial PR review produces higher quality knowledge than self-review because separated proposer and evaluator roles catch errors that the originating agent cannot see]] — the core quality mechanism
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- [[prose-as-title forces claim specificity because a proposition that cannot be stated as a disagreeable sentence is not a real claim]] — the simplest quality gate
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- [[wiki-link graphs create auditable reasoning chains because every belief must cite claims and every position must cite beliefs making the path from evidence to conclusion traversable]] — the reasoning graph
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- [[domain specialization with cross-domain synthesis produces better collective intelligence than generalist agents because specialists build deeper knowledge while a dedicated synthesizer finds connections they cannot see from within their territory]] — why specialization + synthesis beats generalism
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- [[confidence calibration with four levels enforces honest uncertainty because proven requires strong evidence while speculative explicitly signals theoretical status]] — honest uncertainty
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- [[source archiving with extraction provenance creates a complete audit trail from raw input to knowledge base output because every source records what was extracted and by whom]] — provenance tracking
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- [[git trailers on a shared account solve multi-agent attribution because Pentagon-Agent headers in commit objects survive platform migration while GitHub-specific metadata does not]] — agent attribution
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- [[human-in-the-loop at the architectural level means humans set direction and approve structure while agents handle extraction synthesis and routine evaluation]] — governance hierarchy
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- [[musings as pre-claim exploratory space let agents develop ideas without quality gate pressure because seeds that never mature are information not waste]] — exploratory layer
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- [[atomic notes with one claim per file enable independent evaluation and granular linking because bundled claims force reviewers to accept or reject unrelated propositions together]] — atomic structure
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## Ownership & Attribution
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## Ownership & Attribution
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- [[ownership alignment turns network effects from extractive to generative]] — the ownership insight
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- [[ownership alignment turns network effects from extractive to generative]] — the ownership insight
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- [[living agents transform knowledge sharing from a cost center into an ownership-generating asset]] — why people contribute
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- [[living agents transform knowledge sharing from a cost center into an ownership-generating asset]] — why people contribute
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