m3taversal 6a437a8ff1 Auto: core/living-agents/human-in-the-loop at the architectural level means humans set direction and approve structure while agents handle extraction synthesis and routine evaluation.md | 1 file changed, 67 insertions(+)		2026-03-07 11:59:33 +00:00
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_map.md	Initial commit: Teleo Codex v1	2026-03-05 20:30:34 +00:00
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	Auto: core/living-agents/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 | 1 file changed, 55 insertions(+)	2026-03-07 11:55:44 +00:00
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	leo: remove 21 duplicates + fix domain:livingip in 204 files	2026-03-06 09:11:51 -07:00
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	leo: remove 21 duplicates + fix domain:livingip in 204 files	2026-03-06 09:11:51 -07:00
agents must reach critical mass of contributor signal before raising capital because premature fundraising without domain depth undermines the collective intelligence model.md	leo: remove 21 duplicates + fix domain:livingip in 204 files	2026-03-06 09:11:51 -07:00
agents that raise capital via futarchy accelerate their own development because real investment outcomes create feedback loops that information-only agents lack.md	leo: remove 21 duplicates + fix domain:livingip in 204 files	2026-03-06 09:11:51 -07:00
anthropomorphizing AI agents to claim autonomous action creates credibility debt that compounds until a crisis forces public reckoning.md	leo: remove 21 duplicates + fix domain:livingip in 204 files	2026-03-06 09:11:51 -07:00
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	leo: remove 21 duplicates + fix domain:livingip in 204 files	2026-03-06 09:11:51 -07:00
community ownership accelerates growth through aligned evangelism not passive holding.md	leo: remove 21 duplicates + fix domain:livingip in 204 files	2026-03-06 09:11:51 -07:00
confidence calibration with four levels enforces honest uncertainty because proven requires strong evidence while speculative explicitly signals theoretical status.md	Auto: core/living-agents/confidence calibration with four levels enforces honest uncertainty because proven requires strong evidence while speculative explicitly signals theoretical status.md | 1 file changed, 55 insertions(+)	2026-03-07 11:57:47 +00:00
cross-domain knowledge connections generate disproportionate value because most insights are siloed.md	leo: remove 21 duplicates + fix domain:livingip in 204 files	2026-03-06 09:11:51 -07:00
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	Auto: core/living-agents/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 | 1 file changed, 63 insertions(+)	2026-03-07 11:57:16 +00:00
gamified contribution with ownership stakes aligns individual sharing with collective intelligence growth.md	leo: remove 21 duplicates + fix domain:livingip in 204 files	2026-03-06 09:11:51 -07:00
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	Auto: core/living-agents/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 | 1 file changed, 54 insertions(+)	2026-03-07 11:58:58 +00:00
Git-traced agent evolution with human-in-the-loop evals replaces recursive self-improvement as credible framing for iterative AI development.md	leo: remove 21 duplicates + fix domain:livingip in 204 files	2026-03-06 09:11:51 -07:00
human-in-the-loop at the architectural level means humans set direction and approve structure while agents handle extraction synthesis and routine evaluation.md	Auto: core/living-agents/human-in-the-loop at the architectural level means humans set direction and approve structure while agents handle extraction synthesis and routine evaluation.md | 1 file changed, 67 insertions(+)	2026-03-07 11:59:33 +00:00
knowledge scaling bottlenecks kill revolutionary ideas before they reach critical mass.md	leo: remove 21 duplicates + fix domain:livingip in 204 files	2026-03-06 09:11:51 -07:00
Living Agents mirror biological Markov blanket organization with specialized domain boundaries and shared knowledge.md	leo: remove 21 duplicates + fix domain:livingip in 204 files	2026-03-06 09:11:51 -07:00
living agents transform knowledge sharing from a cost center into an ownership-generating asset.md	leo: remove 21 duplicates + fix domain:livingip in 204 files	2026-03-06 09:11:51 -07:00
ownership alignment turns network effects from extractive to generative.md	leo: remove 21 duplicates + fix domain:livingip in 204 files	2026-03-06 09:11:51 -07:00
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	leo: remove 21 duplicates + fix domain:livingip in 204 files	2026-03-06 09:11:51 -07:00
prose-as-title forces claim specificity because a proposition that cannot be stated as a disagreeable sentence is not a real claim.md	Auto: core/living-agents/prose-as-title forces claim specificity because a proposition that cannot be stated as a disagreeable sentence is not a real claim.md | 1 file changed, 61 insertions(+)	2026-03-07 11:56:12 +00:00
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	Auto: core/living-agents/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 | 1 file changed, 58 insertions(+)	2026-03-07 11:58:21 +00:00
usage-based value attribution rewards contributions for actual utility not popularity.md	leo: remove 21 duplicates + fix domain:livingip in 204 files	2026-03-06 09:11:51 -07:00
validation-synthesis-pushback is a conversational design pattern where affirming then deepening then challenging creates the experience of being understood.md	leo: remove 21 duplicates + fix domain:livingip in 204 files	2026-03-06 09:11:51 -07:00
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	Auto: core/living-agents/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 | 1 file changed, 56 insertions(+)	2026-03-07 11:56:41 +00:00