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p(doom) evidence — correlation clusters A–H

July 5, 2026

Evidence index · 中文 · Main post

Each section: Claim · Why · Evidence · Analogue · Would update if · Conf (H/M/L).


Parent: Shared Ci spine
Purpose: Which P’s move together; do not multiply as independent when stitching p(doom).
Date: 2026-07-03


How to use

When updating one probability, check linked rows. Joint tails are smaller than product of marginals only if correlation is positive on bad outcomes — we list direction.

Notation: ↑ = positive correlation (one up → other up); ↓ = negative; ≈ = weak.


Master correlation table

P / eventCorrelates ↑ withCorrelates ↓ withCluster
P(no federal pause through 2028)Race acceleration (N3 T3); GAAIA preemption wins (N6 O1); Open-weight status quo (N5)Multi-lab halt (N4 tail-gov); EU licensing (N4 tail)Race
P(BMIA / screening by 2027-12)Insider bio salience; Amodei/screendna coalition; EU Biotech ActOSTP-only gridlock; GAAIA preemption if it kills state reportingBio governance
P(Tier 3 before screening | Tier 2)Open-weight tamper (N5 T5-B); regulatory delay tail (N2 TAIL-B); eval sandbaggingBMIA pass; IGSC v4; function-based SOCBio tail
P(whistleblower modal | E)Short media cycle; GAAIA audits no pause; labs continue trainingTail-gov halt; EU fast enforcementAlignment governance
P(race accelerates post-theft | N3)P(no pause); P(export ctrl expansion); natsec framingUS–China treaty (N3 T2); verification R&D spendGeopolitics
P(GAAIA preemption wins)Industry lobbying; federal weak standard; P(no pause) +1–3ppSB 53 enforcement; state transparency; Encode winsFederalism
P(open-weight ban)EU-only licensing (N5 T5-A); not US federal banMeta strategy; China open-weights PROpen weights
P(extinction | misalign tail)Hard takeoff; deceptive alignment at C10; P(no shutdown)Hanson slow takeoff; multipolar balanceMisalignment
P(concentrated harm ↑)Node 1 labor modal; open weights; deskillingSocietal
P(US frontier on triopoly | N7)Stargate/GW deals; P(no pause); P(race post-theft N3)Self-build >50% FLOPs; EU full decoupleCompute chokepoint
P(cloud KYC / registration by 2028)BIS IaaS enforcement (N7); export ctrl (N3); CN blockFederal gridlock; industry lawsuit blockCompute chokepoint
P(Fable-class API recall repeat)Natsec framing; P(no pause); deemed-export expansionCommerce “no more recalls” policyKill switch
P(EU/India sovereign decouple | N7 T7-C)Node 3 T4 allied fracture; P(fragmentation)EU–US joint cloud audit; CADA softenedSovereignty
P(outage >30d frontier delay | N7 T7-A)Grid/cooling tails; US-EAST-1 concentrationMulti-region failover proven; zero >7d outages 2yrInfra tail
P(HEM pilot | N7 T7-D)Export-controlled DC; Node 3 T2 treaty prepHEM mandate on Stargate; FlexHEG product slipVerification
P(DPA DC seizure | N7)Node 3 DPA; Node 4 executive tail; concentrationActual seizure attempt; legal blockGov chokepoint
P(US governance paralysis S2)N6 O3 gridlock; N2 TAIL-B delay; P(no pause); EO-only frameworkBMIA on time; GAAIA pass; fed CBRN evalGovernance capacity
P(constitutional crisis S3)O1 preemption attempt; litigation vs SB53; race post-theftState compliance clarity; multi-lab haltFederalism crisis
P(civil war-scale S4)N1 concentrated harmCoordinated pause; BMIASocietal tail
P(CI export gating expands | N8)N3 export ctrl; Fable recall (N7); P(no pause)Training halt; cyber arms treatyCyber / CI
P(offensive cyber surge | salient E)N3 modal post-theft; natsec framingMulti-lab halt; guardrails treatyCyber / CI
P(T8-A AI cyber cascade)T8-D kinetic discussion; N3 T1 kinetic tailResilient OT segmentation; no compound ECyber tail
P(agentic fraud industrialized)N1 labor modal; deskilling; N5 open-weight misuseSocietal
P(open-weight blamed | cyber E)N5 modal; N5 T5-BClosed-model Mythos tier dominates narrativeOpen weights
P(hidden near-miss stays hidden | N10)Tier 3 before screening; S2 paralysis; anthropic shadowMandatory disclosure law; SB53 incident duty enforcedDisclosure
P(corp safety hollowing | N11)P(no pause); P(no shutdown); E4 pathBoard crisis → halt; PBC enforcementGovernance hollowing
P(RSI locus cloud | N12)Misalign tail; N7 race speedEnergy cap; Hanson variantTakeoff geometry

Clusters (move as blocks)

Cluster A — Acceleration / race (tight ↑)

P(no pause)  ↔  P(labs continue after whistleblower)  ↔  P(race post-theft)  ↔  P(GAAIA preemption)

Joint tail example: Whistleblower + no halt + theft + preemption ≈ not P₁×P₂×P₃ — treat as ~3–5× the product of marginal tail probs (correlated).

Cluster B — Physical-layer bio mitigation (tight ↑)

P(BMIA)  ↔  P(EU screening)  ↔  P(RAISE/SB53 compliance)  ↔  P(IGSC upgrade)

Partial ↓ with Cluster A: Screening can pass while race continues — not mutually exclusive (modal storyline).

Cluster C — Bio tail risk (tight ↑)

P(Tier 3 before screening)  ↔  P(N2 TAIL-B delay)  ↔  P(N5 open-weight CBRN cascade)  ↔  P(hidden near-miss)

Cluster D — Transparency without brakes (modal glue)

P(hearings N1)  ↔  P(whistleblower oversight N4 modal)  ↔  P(voluntary EO review)

↓ with: P(training halt), P(mandatory licensing)

Cluster E — Compute chokepoint (Node 7; tight ↑ with Cluster A)

P(triopoly concentration N7)  ↔  P(cloud KYC N7)  ↔  P(export ctrl N3)  ↔  P(no pause)  ↔  P(Stargate/GW build)

↓ with: P(EU sovereign decouple T7-C), P(self-build >50% FLOPs), P(HEM pilot T7-D)

Kill switch sub-cluster: P(Fable recall) ↔ P(deemed export on models) ↔ P(CN cloud block) — not ↔ P(training halt) (modal decoupling)

Cluster F — Governance capacity (crosscut US paralysis)

P(paralysis S2) ↔ P(N6 O3) ↔ P(N2 bio delay tail) ↔ P(no pause)
P(paralysis S2) ↓ P(BMIA on schedule)   [partial — EU/IGSC can offset]
P(crisis S3) ↔ P(EO preemption)         [ambiguous ↔ misalign speed]

Stitching: When S2 elevated (>25% scenario mix), apply modifier table in crosscut us governance capacitydon’t multiply P(BMIA) × P(GAAIA) × P(no pause) as independent; overlap with N6 O3 is not additive.

Cluster G — Cyber / CI (Node 8)

P(CI export gating N8) ↔ P(export ctrl N3) ↔ P(Fable recall N7)
P(offensive cyber surge) ↔ P(N3 modal post-theft)
P(open-weight cyber uplift) ↔ P(N5 modal)
P(T8-A cascade) ↔ P(T8-D kinetic discussion)   [not execution]
P(T8-B vetting) ↔ P(T8-C surveillance)         [emergency bundle]
P(semi espionage) ↔ P(N3 theft attempt)

Joint tail: Don’t multiply N8 T8-A × N3 T1 kinetic as independent — joint escalation tail ≈ 3–5× product of marginals when both fire.

Cluster H — Disclosure / governance hollowing (N10–N11)

P(hidden near-miss N10) ↔ P(Tier 3 before screening N2) ↔ P(BMIA delay S2)
P(corp hollowing N11) ↔ P(no pause) ↔ P(no shutdown) ↔ P(E4 no public leak N4)
P(interp prod halt N4) ↓ P(misalign conditional)     [partial — tail only]
P(epistemic collapse N2 ext) ↔ P(BMIA delay) ↔ P(S2 paralysis)
P(RSI locus cloud N12) ↔ P(misalign tail weight) ↔ P(N7 race speed)
P(RSI locus bio N12) ↔ P(bio tail weight) ↔ P(N10)

Stitching: N10 + S2 jointly move bio branch weight — use my pdoom Phase 2b mixture, not P(N10)×P(S2) independent.


Stitching rule for my pdoom

Don’t: P(modal) × P(BMIA) × P(no pause) as independent.

Do: Assign scenario branch weights (modal / bio-tail / misalignment-tail) that already encode correlation, then conditional P(extinction | branch).


Update log

DateChange
2026-07-03Initial matrix from Phase 4c critique
2026-07-04Node 7 rows + Cluster E (compute chokepoint)
2026-07-04Cluster F + governance paralysis rows (crosscut us governance capacity)
2026-07-04Node 8 rows + Cluster G (cyber/CI)
2026-07-04Cluster H + N10–N12 rows (Phase 2b zero omissions)