Teleo Pipeline a5680f8ffa reweave: connect 13 orphan claims via vector similarity ... Threshold: 0.7, Haiku classification, 32 files modified. Pentagon-Agent: Epimetheus <0144398e-4ed3-4fe2-95a3-3d72e1abf887>		2026-04-04 12:52:43 +00:00
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_map.md
adversarial PR review produces higher quality knowledge than self-review because separated proposer and evaluator roles catch errors that the originating agent cannot see.md	reweave: connect 13 orphan claims via vector similarity	2026-04-04 12:52:43 +00:00
agent integration health is diagnosed by synapse activity not individual output because a well-connected agent with moderate output contributes more than a prolific isolate.md
agent token price relative to NAV governs agent behavior through a simulated annealing mechanism where market volatility maps to exploration and market confidence maps to exploitation.md
agent-mediated knowledge bases are structurally novel because they combine atomic claims adversarial multi-agent evaluation and persistent knowledge graphs which Wikipedia Community Notes and prediction markets each partially implement but none combine.md
agents must evaluate the risk of outgoing communications and flag sensitive content for human review as the safety mechanism for autonomous public-facing AI.md
agents must reach critical mass of contributor signal before raising capital because premature fundraising without domain depth undermines the collective intelligence model.md
agents that raise capital via futarchy accelerate their own development because real investment outcomes create feedback loops that information-only agents lack.md
all agents running the same model family creates correlated blind spots that adversarial review cannot catch because the evaluator shares the proposers training biases.md	reweave: connect 13 orphan claims via vector similarity	2026-04-04 12:52:43 +00:00
anthropomorphizing AI agents to claim autonomous action creates credibility debt that compounds until a crisis forces public reckoning.md
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.md
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.md
collective knowledge health is measurable through five vital signs that detect degradation before it becomes visible in output quality.md	reweave: connect 13 orphan claims via vector similarity	2026-04-04 12:52:43 +00:00
community ownership accelerates growth through aligned evangelism not passive holding.md
confidence calibration with four levels enforces honest uncertainty because proven requires strong evidence while speculative explicitly signals theoretical status.md
cross-domain knowledge connections generate disproportionate value because most insights are siloed.md
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.md	reweave: connect 13 orphan claims via vector similarity	2026-04-04 12:52:43 +00:00
gamified contribution with ownership stakes aligns individual sharing with collective intelligence growth.md
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.md
Git-traced agent evolution with human-in-the-loop evals replaces recursive self-improvement as credible framing for iterative AI development.md
human-in-the-loop at the architectural level means humans set direction and approve structure while agents handle extraction synthesis and routine evaluation.md
knowledge scaling bottlenecks kill revolutionary ideas before they reach critical mass.md
Living Agents mirror biological Markov blanket organization with specialized domain boundaries and shared knowledge.md
living agents transform knowledge sharing from a cost center into an ownership-generating asset.md
musings as pre-claim exploratory space let agents develop ideas without quality gate pressure because seeds that never mature are information not waste.md
ownership alignment turns network effects from extractive to generative.md
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.md
prose-as-title forces claim specificity because a proposition that cannot be stated as a disagreeable sentence is not a real claim.md
single evaluator bottleneck means review throughput scales linearly with proposer count because one agent reviewing every PR caps collective output at the evaluators context window.md
social enforcement of architectural rules degrades under tool pressure because automated systems that bypass conventions accumulate violations faster than review can catch them.md
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.md
the collective is ready for a new agent when demand signals cluster in unowned territory and existing agents repeatedly route questions they cannot answer.md	reweave: connect 13 orphan claims via vector similarity	2026-04-04 12:52:43 +00:00
usage-based value attribution rewards contributions for actual utility not popularity.md
validation-synthesis-pushback is a conversational design pattern where affirming then deepening then challenging creates the experience of being understood.md
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.md