teleo-codex/core/living-agents
m3taversal 88f5d58b1f
leo: 10 architecture-as-claims — the codex documents itself
* 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(+)

* 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(+)

* 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(+)

* 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(+)

* 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(+)

* 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(+)

* 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(+)

* 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(+)

* Auto: core/living-agents/musings as pre-claim exploratory space let agents develop ideas without quality gate pressure because seeds that never mature are information not waste.md |  1 file changed, 52 insertions(+)

* Auto: core/living-agents/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 |  1 file changed, 55 insertions(+)

* 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>

* leo: address review feedback from Rhea, Theseus, Rio on PR #44

- Rhea: added structured author field to source archiving claim,
  fixed ghost email format to {id}@agents.livingip.ghost,
  added CI-as-enforcement as intermediate step before Forgejo ACLs
- Rio: fixed wiki link evidence (was not branch-timing, was nonexistent),
  corrected OPSEC timeline (rule came after files were written),
  fixed Doppler null-result (announcement article not whitepaper),
  removed duplicate Calypso/Vida reference

Pentagon-Agent: Leo <76FB9BCA-CC16-4479-B3E5-25A3769B3D7E>

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-07 05:25:27 -07:00
..
_map.md leo: 10 architecture-as-claims — the codex documents itself 2026-03-07 05:25:27 -07:00
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 leo: 10 architecture-as-claims — the codex documents itself 2026-03-07 05:25:27 -07:00
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
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 leo: 10 architecture-as-claims — the codex documents itself 2026-03-07 05:25:27 -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 leo: 10 architecture-as-claims — the codex documents itself 2026-03-07 05:25:27 -07:00
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 leo: 10 architecture-as-claims — the codex documents itself 2026-03-07 05:25:27 -07:00
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 leo: 10 architecture-as-claims — the codex documents itself 2026-03-07 05:25:27 -07:00
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 leo: 10 architecture-as-claims — the codex documents itself 2026-03-07 05:25:27 -07:00
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
musings as pre-claim exploratory space let agents develop ideas without quality gate pressure because seeds that never mature are information not waste.md leo: 10 architecture-as-claims — the codex documents itself 2026-03-07 05:25:27 -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 leo: 10 architecture-as-claims — the codex documents itself 2026-03-07 05:25:27 -07:00
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 leo: 10 architecture-as-claims — the codex documents itself 2026-03-07 05:25:27 -07:00
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 leo: 10 architecture-as-claims — the codex documents itself 2026-03-07 05:25:27 -07:00