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
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
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
collective intelligence is a measurable property of group interaction structure not aggregated individual ability.md
collective intelligence requires diversity as a structural precondition not a moral preference.md
collective intelligence within a purpose-driven community faces a structural tension because shared worldview correlates errors while shared purpose enables coordination.md
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
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
designing coordination rules is categorically different from designing coordination outcomes as nine intellectual traditions independently confirm.md
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
humanity is a superorganism that can communicate but not yet think — the internet built the nervous system but not the brain.md
intelligence is a property of networks not individuals.md
mechanism design enables incentive-compatible coordination by constructing rules under which self-interested agents voluntarily reveal private information and take socially optimal actions.md
multipolar failure from competing aligned AI systems may pose greater existential risk than any single misaligned superintelligence.md
Ostrom proved communities self-govern shared resources when eight design principles are met without requiring state control or privatization.md
partial connectivity produces better collective intelligence than full connectivity on complex problems because it preserves diversity.md
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
protocol design enables emergent coordination of arbitrary complexity as Linux Bitcoin and Wikipedia demonstrate.md
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
scalable oversight degrades rapidly as capability gaps grow with debate achieving only 50 percent success at moderate gaps.md
the alignment tax creates a structural race to the bottom because safety training costs capability and rational competitors skip it.md
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
universal alignment is mathematically impossible because Arrows impossibility theorem applies to aggregating diverse human preferences into a single coherent objective.md