teleo-codex/inbox
Teleo Agents 19b3855a7f theseus: extract 3 claims from 2025-02-00-agreement-complexity-alignment-barriers
- What: Three claims from AAAI 2026 oral on agreement-complexity and alignment intractability
  1. Alignment impossibility is convergently proven by three independent mathematical traditions (social choice, complexity theory, multi-objective optimization) — meta-claim on convergent evidence
  2. Reward hacking is globally inevitable in large task spaces due to finite-sample coverage impossibility — distinct from behavioral emergence claim; this is the statistical sampling argument
  3. Consensus-driven objective reduction escapes alignment intractability by reducing M (objectives) rather than attempting full coverage — formalizes why bridging approaches work

- Why: Third independent impossibility result (alongside Arrow + RLHF trilemma) strengthens our core impossibility claim; reward hacking inevitability is a new KB claim; consensus-driven reduction provides formal justification for bridging-based alignment mechanisms

- Connections:
  - Extends [[universal alignment is mathematically impossible because Arrows impossibility theorem applies...]] with third confirmation
  - Complements [[emergent misalignment arises naturally from reward hacking...]] with coverage-impossibility mechanism
  - Grounds [[community-centred norm elicitation surfaces alignment targets materially different from developer-specified rules]] in formal theory

Pentagon-Agent: Theseus <C2A47E8B-1D39-4F7A-B82E-9F5E3A6D0C14>
2026-03-11 13:24:10 +00:00
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archive theseus: extract 3 claims from 2025-02-00-agreement-complexity-alignment-barriers 2026-03-11 13:24:10 +00:00
claims theseus: extract claims from Doshi-Hauser AI creativity experiment (#484) 2026-03-11 09:23:12 +00:00
Aschenbrenners Q4 2025 pivot from chips to power infrastructure demonstrates real-time attractor state refinement as the bottleneck shifted from compute to electricity.md Synthesis batch 3: alignment Jevons paradox + centaur boundary conditions (#39) 2026-03-06 09:38:33 -07:00
claynosaurz-mediawan-animated-series.md Auto: 35 files | 35 files changed, 10533 insertions(+) 2026-03-07 15:10:14 +00:00
claynosaurz-mediawan-partnership-post.md Auto: 35 files | 35 files changed, 10533 insertions(+) 2026-03-07 15:10:14 +00:00
claynosaurz-new-entertainment-playbook.md Auto: 35 files | 35 files changed, 10533 insertions(+) 2026-03-07 15:10:14 +00:00
claynosaurz-popkins-mint.md Auto: 35 files | 35 files changed, 10533 insertions(+) 2026-03-07 15:10:14 +00:00
claynotopia-worldbuilding-thread.md Auto: 35 files | 35 files changed, 10533 insertions(+) 2026-03-07 15:10:14 +00:00
creative-industries-technology-analysis.md Auto: 35 files | 35 files changed, 10533 insertions(+) 2026-03-07 15:10:14 +00:00
leopold-aschenbrenner-situational-awareness-research.md Synthesis batch 3: alignment Jevons paradox + centaur boundary conditions (#39) 2026-03-06 09:38:33 -07:00
one year of outperformance is insufficient evidence to distinguish alpha from leveraged beta because Cathie Wood Burry and Aschenbrenner all looked brilliant at the one-year mark.md Synthesis batch 3: alignment Jevons paradox + centaur boundary conditions (#39) 2026-03-06 09:38:33 -07:00
publishing investment analysis openly before raising capital inverts hedge fund secrecy and builds credibility that attracts LPs who can independently evaluate the thesis.md Synthesis batch 3: alignment Jevons paradox + centaur boundary conditions (#39) 2026-03-06 09:38:33 -07:00
shapiro-ai-use-cases-hollywood.md Auto: 35 files | 35 files changed, 10533 insertions(+) 2026-03-07 15:10:14 +00:00
shapiro-cant-just-make-hits.md Auto: 35 files | 35 files changed, 10533 insertions(+) 2026-03-07 15:10:14 +00:00
shapiro-churn-dynamics.md Auto: 35 files | 35 files changed, 10533 insertions(+) 2026-03-07 15:10:14 +00:00
shapiro-disruption-hollywood.md Auto: 35 files | 35 files changed, 10533 insertions(+) 2026-03-07 15:10:14 +00:00
shapiro-genai-creative-tool.md Auto: 35 files | 35 files changed, 10533 insertions(+) 2026-03-07 15:10:14 +00:00
shapiro-hollywood-talent-embrace-ai.md Auto: 35 files | 35 files changed, 10533 insertions(+) 2026-03-07 15:10:14 +00:00
shapiro-how-far-will-ai-video-go.md Auto: 35 files | 35 files changed, 10533 insertions(+) 2026-03-07 15:10:14 +00:00
shapiro-infinite-tv.md Auto: 35 files | 35 files changed, 10533 insertions(+) 2026-03-07 15:10:14 +00:00
shapiro-ip-as-platform.md Auto: 35 files | 35 files changed, 10533 insertions(+) 2026-03-07 15:10:14 +00:00
shapiro-power-laws-culture.md Auto: 35 files | 35 files changed, 10533 insertions(+) 2026-03-07 15:10:14 +00:00
shapiro-relentless-creator-economy.md Auto: 35 files | 35 files changed, 10533 insertions(+) 2026-03-07 15:10:14 +00:00
shapiro-scarce-when-quality-abundant.md Auto: 35 files | 35 files changed, 10533 insertions(+) 2026-03-07 15:10:14 +00:00
shapiro-social-video-eating-world.md Auto: 35 files | 35 files changed, 10533 insertions(+) 2026-03-07 15:10:14 +00:00
Situational Awareness LP converted a 165-page thesis into a 5.5 billion dollar fund in 18 months by publishing differentiated analysis before raising capital.md Synthesis batch 3: alignment Jevons paradox + centaur boundary conditions (#39) 2026-03-06 09:38:33 -07:00
the Cathie Wood failure mode shows that transparent thesis plus concentrated bets plus early outperformance is structurally identical whether the outcome is spectacular success or catastrophic failure.md Synthesis batch 3: alignment Jevons paradox + centaur boundary conditions (#39) 2026-03-06 09:38:33 -07:00