teleo-codex/foundations/collective-intelligence
m3taversal e0d5f9e69d theseus: cornelius batch 3 — epistemology (9 NEW + 3 enrichments)
9 NEW claims from 15 articles (AN01-07, AN12, AN15, AN17, AN20-24):
- Active forgetting as system health (foundations/collective-intelligence)
- Trust asymmetry as irreducible structural feature (ai-alignment)
- Memory-to-attention shift (ai-alignment)
- Markdown as human-curated graph database (ai-alignment)
- Spreading activation + berrypicking (ai-alignment)
- Verbatim trap (foundations/collective-intelligence)
- Topological over chronological (foundations/collective-intelligence)
- Reweaving as backward pass (foundations/collective-intelligence)
- Friction as diagnostic signal (foundations/collective-intelligence)
- Discontinuous self / vault constitutes identity (ai-alignment)

3 ENRICHMENTS to existing claims:
- Habit gap mechanism → determinism boundary claim
- Triggers as test-driven knowledge work → three-timescale maintenance claim
- Propositional links + structural nearness → inter-note knowledge claim

Domain routing: 5 claims to foundations/collective-intelligence, 5 to ai-alignment.
Pre-screening protocol followed. Confidence: all likely.
Tensions flagged: forgetting challenges growth metrics, trust asymmetry
scopes SICA, memory→attention reframes retrieval design.

AN22 (Agents Dream): no standalone claim — material too thin per evaluator.
AN23, AN24: used as enrichment material only.

15 source archives in inbox/archive/.

Pentagon-Agent: Theseus <46864DD4-DA71-4719-A1B4-68F7C55854D3>
2026-03-31 12:47:03 +01:00
..
_map.md theseus: add 3 claims on collective AI design implications 2026-03-13 19:29:05 +00:00
active forgetting through selective removal maintains knowledge system health because perfect retention degrades usefulness the same way hyperthymesia overwhelms biological memory.md theseus: cornelius batch 3 — epistemology (9 NEW + 3 enrichments) 2026-03-31 12:47:03 +01:00
adversarial contribution produces higher-quality collective knowledge than collaborative contribution when wrong challenges have real cost evaluation is structurally separated from contribution and confirmation is rewarded alongside novelty.md theseus: apply Leo's feedback — strengthen descriptions, add cross-links 2026-03-13 19:29:05 +00:00
AI processing that restructures content without generating new connections is expensive transcription because transformation not reorganization is the test for whether thinking actually occurred.md theseus: cornelius batch 3 — epistemology (9 NEW + 3 enrichments) 2026-03-31 12:47:03 +01:00
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 reweave: connect 48 orphan claims via vector similarity 2026-03-28 23:04:53 +00:00
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 + Claude's Cycles research program (11 claims) (#50) 2026-03-07 15:19:27 -07:00
decentralized information aggregation outperforms centralized planning because dispersed knowledge cannot be collected into a single mind but can be coordinated through price signals that encode local information into globally accessible indicators.md rio: 4 foundation claims — auction theory, transaction costs, information aggregation, platform economics (#63) 2026-03-08 12:52:31 -06:00
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
friction in knowledge systems is diagnostic signal not failure because six specific friction patterns map to six specific structural causes with prescribed responses.md theseus: cornelius batch 3 — epistemology (9 NEW + 3 enrichments) 2026-03-31 12:47:03 +01:00
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
humanity is a superorganism that can communicate but not yet think — the internet built the nervous system but not the brain.md leo: reframe superorganism claim — lead with superorganism, footnote obligate mutualism 2026-03-07 13:22:23 -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
mechanism design enables incentive-compatible coordination by constructing rules under which self-interested agents voluntarily reveal private information and take socially optimal actions.md rio: mechanism design foundation claim — Hurwicz/Myerson/Maskin (#58) 2026-03-08 05:47:22 -06:00
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 reweave: connect 48 orphan claims via vector similarity 2026-03-28 23:04:53 +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
reweaving old notes by asking what would be different if written today is structural maintenance not optional cleanup because stale notes actively mislead agents who trust curated content unconditionally.md theseus: cornelius batch 3 — epistemology (9 NEW + 3 enrichments) 2026-03-31 12:47:03 +01:00
RLHF and DPO both fail at preference diversity because they assume a single reward function can capture context-dependent human values.md reweave: connect 48 orphan claims via vector similarity 2026-03-28 23:04:53 +00:00
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 reweave: connect 48 orphan claims via vector similarity 2026-03-28 23:04:53 +00:00
topological organization by concept outperforms chronological organization by date for knowledge retrieval because good insights from months ago are as useful as todays but date-based filing buries them under temporal sediment.md theseus: cornelius batch 3 — epistemology (9 NEW + 3 enrichments) 2026-03-31 12:47:03 +01:00
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