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teleo-codex/foundations/collective-intelligence
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m3taversal ddee7f4c42 theseus: foundations follow-up — _map.md fix + 4 gap claims 
- What: Updated ai-alignment/_map.md to reflect PR #49 moves (3 claims
  now local, 3 in core/teleohumanity/, remainder in foundations/).
  Added 2 superorganism claims from PR #47 to map. Drafted 4 gap
  claims identified during foundations audit: game theory (CI),
  principal-agent theory (CI), feedback loops (critical-systems),
  network effects (teleological-economics).
- Why: Audit identified these as missing scaffolding for alignment
  claims. Game theory grounds coordination failure analysis.
  Principal-agent theory grounds oversight/deception claims.
  Feedback loops formalize dynamics referenced across all domains.
  Network effects explain AI capability concentration.
- Connections: New claims link to existing alignment claims they
  scaffold (alignment tax, voluntary safety, scalable oversight,
  treacherous turn, intelligence explosion, multipolar failure).

Pentagon-Agent: Theseus <845F10FB-BC22-40F6-A6A6-F6E4D8F78465>
2026-03-07 19:03:38 +00:00
..
_map.md leo: foundations audit — 7 moves, 4 deletes, 3 condensations, 10 confidence demotions, 23 type fixes, 1 centaur rewrite 2026-03-07 11:56:38 -07:00
centaur team performance depends on role complementarity not mere human-AI combination.md leo: foundations audit — 7 moves, 4 deletes, 3 condensations, 10 confidence demotions, 23 type fixes, 1 centaur rewrite 2026-03-07 11:56:38 -07:00
collective intelligence is a measurable property of group interaction structure not aggregated individual ability.md leo: remove 21 duplicates + fix domain:livingip in 204 files 2026-03-06 09:11:51 -07:00
collective intelligence requires diversity as a structural precondition not a moral preference.md leo: remove 21 duplicates + fix domain:livingip in 204 files 2026-03-06 09:11:51 -07:00
collective intelligence within a purpose-driven community faces a structural tension because shared worldview correlates errors while shared purpose enables coordination.md leo: foundations audit — 7 moves, 4 deletes, 3 condensations, 10 confidence demotions, 23 type fixes, 1 centaur rewrite 2026-03-07 11:56:38 -07:00
coordination failures arise from individually rational strategies that produce collectively irrational outcomes because the Nash equilibrium of non-cooperation dominates when trust and enforcement are absent.md theseus: foundations follow-up — _map.md fix + 4 gap claims 2026-03-07 19:03:38 +00:00
designing coordination rules is categorically different from designing coordination outcomes as nine intellectual traditions independently confirm.md leo: remove 21 duplicates + fix domain:livingip in 204 files 2026-03-06 09:11:51 -07:00
Hayek argued that designed rules of just conduct enable spontaneous order of greater complexity than deliberate arrangement could achieve.md leo: remove 21 duplicates + fix domain:livingip in 204 files 2026-03-06 09:11:51 -07:00
intelligence is a property of networks not individuals.md leo: foundations audit — 7 moves, 4 deletes, 3 condensations, 10 confidence demotions, 23 type fixes, 1 centaur rewrite 2026-03-07 11:56:38 -07:00
multipolar failure from competing aligned AI systems may pose greater existential risk than any single misaligned superintelligence.md leo: remove 21 duplicates + fix domain:livingip in 204 files 2026-03-06 09:11:51 -07:00
Ostrom proved communities self-govern shared resources when eight design principles are met without requiring state control or privatization.md leo: remove 21 duplicates + fix domain:livingip in 204 files 2026-03-06 09:11:51 -07:00
partial connectivity produces better collective intelligence than full connectivity on complex problems because it preserves diversity.md leo: remove 21 duplicates + fix domain:livingip in 204 files 2026-03-06 09:11:51 -07:00
principal-agent problems arise whenever one party acts on behalf of another with divergent interests and unobservable effort because information asymmetry makes perfect contracts impossible.md theseus: foundations follow-up — _map.md fix + 4 gap claims 2026-03-07 19:03:38 +00:00
protocol design enables emergent coordination of arbitrary complexity as Linux Bitcoin and Wikipedia demonstrate.md leo: foundations audit — 7 moves, 4 deletes, 3 condensations, 10 confidence demotions, 23 type fixes, 1 centaur rewrite 2026-03-07 11:56:38 -07:00
RLHF and DPO both fail at preference diversity because they assume a single reward function can capture context-dependent human values.md leo: remove 21 duplicates + fix domain:livingip in 204 files 2026-03-06 09:11:51 -07:00
scalable oversight degrades rapidly as capability gaps grow with debate achieving only 50 percent success at moderate gaps.md leo: remove 21 duplicates + fix domain:livingip in 204 files 2026-03-06 09:11:51 -07:00
the alignment tax creates a structural race to the bottom because safety training costs capability and rational competitors skip it.md leo: remove 21 duplicates + fix domain:livingip in 204 files 2026-03-06 09:11:51 -07:00
trial and error is the only coordination strategy humanity has ever used.md leo: remove 21 duplicates + fix domain:livingip in 204 files 2026-03-06 09:11:51 -07:00
universal alignment is mathematically impossible because Arrows impossibility theorem applies to aggregating diverse human preferences into a single coherent objective.md leo: remove 21 duplicates + fix domain:livingip in 204 files 2026-03-06 09:11:51 -07:00