m3taversal d3d5303503 theseus: extract 3 claims + 5 enrichments from Evans/Kim collective intelligence papers ... - What: 3 NEW claims (society-of-thought emergence, LLMs-as-cultural-ratchet, recursive spawning) + 5 enrichments (intelligence-as-network, collective-intelligence-measurable, centaur, RLHF-failure, Ostrom) + 2 source archives - Why: Evans, Bratton & Agüera y Arcas (2026) and Kim et al. (2026) provide independent convergent evidence for collective superintelligence thesis from Google's Paradigms of Intelligence Team. Kim et al. is the strongest empirical evidence that reasoning IS social cognition (feature steering doubles accuracy 27%→55%). ~70-80% overlap with existing KB = convergent validation. - Source: Contributed by @thesensatore (Telegram) Pentagon-Agent: Theseus <46864dd4-da71-4719-a1b4-68f7c55854d3>		2026-04-14 08:37:01 +00:00
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_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	fix: normalize YAML list indentation across 241 claim files	2026-04-07 00:44:26 +00:00
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	fix: normalize YAML list indentation across 241 claim files	2026-04-07 00:44:26 +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	theseus: extract 3 claims + 5 enrichments from Evans/Kim collective intelligence papers	2026-04-14 08:37:01 +00:00
collective intelligence is a measurable property of group interaction structure not aggregated individual ability.md	theseus: extract 3 claims + 5 enrichments from Evans/Kim collective intelligence papers	2026-04-14 08:37:01 +00:00
collective intelligence requires diversity as a structural precondition not a moral preference.md	fix: normalize YAML list indentation across 241 claim files	2026-04-07 00:44:26 +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	fix: normalize YAML list indentation across 241 claim files	2026-04-07 00:44:26 +00:00
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	theseus: rename futarchy claim from defenders to arbitrageurs	2026-04-04 16:17:54 +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
externalizing cognitive functions risks atrophying the capacity being externalized because productive struggle is where deep understanding forms and preemptive resolution removes exactly that friction.md	theseus: Agentic Taylorism research sprint — 4 NEW claims + 3 enrichments	2026-04-04 15:54:46 +01:00
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	theseus: extract 3 claims + 5 enrichments from Evans/Kim collective intelligence papers	2026-04-14 08:37:01 +00:00
large language models encode social intelligence as compressed cultural ratchet not abstract reasoning because every parameter is a residue of communicative exchange and reasoning manifests as multi-perspective dialogue not calculation.md	theseus: extract 3 claims + 5 enrichments from Evans/Kim collective intelligence papers	2026-04-14 08:37:01 +00:00
mechanism design enables incentive-compatible coordination by constructing rules under which self-interested agents voluntarily reveal private information and take socially optimal actions.md	theseus: rename futarchy claim from defenders to arbitrageurs	2026-04-04 16:17:54 +00:00
multipolar failure from competing aligned AI systems may pose greater existential risk than any single misaligned superintelligence.md	reweave: merge 52 files via frontmatter union [auto]	2026-04-06 19:55:09 +00:00
multipolar traps are the thermodynamic default because competition requires no infrastructure while coordination requires trust enforcement and shared information all of which are expensive and fragile.md	reweave: merge 52 files via frontmatter union [auto]	2026-04-06 19:55:09 +00:00
Ostrom proved communities self-govern shared resources when eight design principles are met without requiring state control or privatization.md	theseus: extract 3 claims + 5 enrichments from Evans/Kim collective intelligence papers	2026-04-14 08:37:01 +00:00
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	fix: normalize YAML list indentation across 241 claim files	2026-04-07 00:44:26 +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
reasoning models spontaneously generate societies of thought under reinforcement learning because multi-perspective internal debate causally produces accuracy gains that single-perspective reasoning cannot achieve.md	theseus: extract 3 claims + 5 enrichments from Evans/Kim collective intelligence papers	2026-04-14 08:37:01 +00:00
recursive society-of-thought spawning enables fractal coordination where sub-perspectives generate their own subordinate societies that expand when complexity demands and collapse when the problem resolves.md	theseus: extract 3 claims + 5 enrichments from Evans/Kim collective intelligence papers	2026-04-14 08:37:01 +00:00
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	fix: normalize YAML list indentation across 241 claim files	2026-04-07 00:44:26 +00:00
RLHF and DPO both fail at preference diversity because they assume a single reward function can capture context-dependent human values.md	theseus: extract 3 claims + 5 enrichments from Evans/Kim collective intelligence papers	2026-04-14 08:37:01 +00:00
scalable oversight degrades rapidly as capability gaps grow with debate achieving only 50 percent success at moderate gaps.md	reweave: merge 52 files via frontmatter union [auto]	2026-04-06 19:55:09 +00:00
the alignment tax creates a structural race to the bottom because safety training costs capability and rational competitors skip it.md	reweave: merge 36 files via frontmatter union [auto]	2026-04-09 01:11:10 +00:00
the metacrisis is a single generator function where all civilizational-scale crises share the structural cause of rivalrous dynamics on exponential technology on finite substrate.md	leo: extract 9 Moloch sprint claims across grand-strategy, internet-finance, and foundations	2026-04-04 13:31:00 +01:00
three independent intellectual traditions converge on coordination-without-centralization as the only viable path between uncoordinated collapse and authoritarian capture.md	leo: extract 9 Moloch sprint claims across grand-strategy, internet-finance, and foundations	2026-04-04 13:31:00 +01:00
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