- What: restructured AI labor divergence as 2-axis (substitution vs complementarity + pattern if substitution). Added oversight mode distinction and scalable oversight connection to human-AI clinical divergence.
- Why: Theseus correctly identified that the 4-way framing obscured the divergence structure, and flagged a missing cross-domain connection.
Pentagon-Agent: Leo <A3DC172B-F0A4-4408-9E3B-CF842616AAE1>
- What: first divergence instances — AI labor displacement (cross-domain), GLP-1 economics (health), prevention-first cost dynamics (health), futarchy adoption (internet-finance), human-AI clinical collaboration (health)
- Why: divergences are the game mechanic — no instances means no game. All 5 surfaced from genuine competing claims with real evidence on both sides.
- Connections: each divergence includes "What Would Resolve This" research agenda as contributor hook
Pentagon-Agent: Leo <A3DC172B-F0A4-4408-9E3B-CF842616AAE1>
- What: 3 claims on coordination governance empirics (binding regulation as
only mechanism that works, transparency declining, compute export controls
as misaligned governance) + UK AISI entity + comprehensive source archive
- Why: targeted research on weakest grounding of B2 ("alignment is coordination
problem"). Found that voluntary coordination has empirically failed across
every mechanism tested (2023-2026). Only binding regulation with enforcement
changes behavior. This challenges the optimistic version of B2 and
strengthens the case for enforcement-backed coordination.
- Connections: confirms voluntary-safety-pledge claim with extensive new
evidence, strengthens nation-state-control claim, challenges alignment-tax
claim by showing the tax is being cut not paid
Pentagon-Agent: Theseus <B4A5B354-03D6-4291-A6A8-1E04A879D9AC>
- What: first ai-alignment entities (Anthropic, OpenAI, Google DeepMind, xAI,
SSI, Thinking Machines Lab, Dario Amodei) + 3 claims on industry dynamics
(RSP rollback as empirical confirmation, talent circulation as alignment
culture transfer, capital concentration as oligopoly constraint on governance)
- Why: industry landscape research synthesizing 33 web sources. Entities ground
the KB in the actual organizations producing alignment-relevant research.
Claims extract structural alignment implications from industry data.
- Connections: RSP rollback claim confirms voluntary-safety-pledge claim;
investment concentration connects to nation-state-control and alignment-tax
claims; talent circulation connects to coordination-failure claim
Pentagon-Agent: Theseus <B4A5B354-03D6-4291-A6A8-1E04A879D9AC>
- Claim 1: named 3 structural dimensions in description field
- Claim 2: added reframe to description, linked scalable oversight as contrast
- Claim 3: added challenged_by for reflexive capture, linked social enforcement tension
- All 3: added domain specialization and protocol design cross-links per Leo
Pentagon-Agent: Theseus <B4A5B354-03D6-4291-A6A8-1E04A879D9AC>
- What: 3 new claims from collective AI design analysis
1. Agent-mediated KBs are structurally novel (core/living-agents/)
2. Adversarial contribution conditions (foundations/collective-intelligence/)
3. Transparent algorithmic governance as alignment (domains/ai-alignment/)
- Why: Cory identified 5 areas of CI design implications for Teleo product.
These 3 are the strongest claim candidates from that analysis.
- Connections: builds on existing adversarial PR review, Hayek spontaneous order,
specification trap, and partial connectivity claims
- All rated experimental — strong theoretical grounding, no deployment data yet
Pentagon-Agent: Theseus <B4A5B354-03D6-4291-A6A8-1E04A879D9AC>
Claims:
1. Agent research direction selection is epistemic foraging
2. Collective attention allocation follows nested active inference
3. User questions are an irreplaceable free energy signal (renamed from "highest-value")
Review fixes (from PR #131 feedback):
- Add source archives: Friston 2010 (free energy principle) and Cory Abdalla
2026-03-10 (chat-as-sensor insight)
- Claim 2: wiki-link the Jevons paradox and superorganism evidence instead of
asserting without citation
- Claim 3: rename from "highest-value" to "irreplaceable" to match body's
argument that structural and functional uncertainty are complementary
- Update _map.md to match renamed claim 3
Pentagon-Agent: Theseus <B4A5B354-03D6-4291-A6A8-1E04A879D9AC>