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Each section: Claim · Why · Evidence · Analogue · Would update if · Conf (H/M/L).
Parent: Utopia timeline · my putopia
Modal contrast (NOT utopia): c8 society snapshot by ci
Doom mirror: node1 (C4 labor shock — failure branch)
Date: 2026-07-04
Settings: Hybrid time (C); modal + success-tail branches; objective: high P(concentration) is plausible
Purpose: Every probability and timing claim for shared AI gains (U3/U4 buckets), with evidence, analogues, falsifiers, and anti-utopia signals (Path D/E).
TL;DR
Node U2 asks: P(AI productivity gains are broadly shared) via SWF, compute dividend, tax/competition mix, augmentation policy — not merely created. Modal (~55–65%): Path D — Ghost GDP dynamics, compute-owner bifurcation, patchwork labor rules, no federal UBI/SWF by 2032. Success window opens @C4 (Block-class cuts, Canaries −16%, Challenger 101k AI-cited YTD) — same trigger as doom Node 1, but success branch = redistribution coalition + institutional absorption, not pause. Primary competitor to U3/U4: concentrated harm (P 0.68–0.78 that top-decile capture ≥60% of AI-attributed surplus through C8). Top cruxes: (1) Ghost GDP without transfer enactment; (2) so-so automation > machine usefulness; (3) SWF rhetoric >> SWF law; (4) Global South rule-taker status; (5) UBI solves income not Jahoda latent functions.
Bucket mapping: U3/U4 primary; U2 symbiosis blocked if distribution fails even when alignment succeeds (Path E).
Hybrid timing windows (@C4–C8)
T = 2026-09 → 2027-03 — C4 capability window (distribution lag)
Claim: Junior white-collar automation becomes economically binding before redistribution institutions respond — creating a 12–24 mo policy window where concentrated capture can lock in.
Why: Hybrid rule (C): capability fast; politics/economy +30%. Block, Canaries, Challenger already live; SWF/UBI bills introduced but not enacted.
Evidence:
- node1 §T capability window — METR Ahead; partial live
- c8 society snapshot by ci §C4 — early winner-take-most; no UBI
- Block −40% HC (Feb 2026); Challenger AI #1 layoff reason 4 consecutive months (Challenger Jun 2026)
Analogue: Post-WWII delay — productivity surged 1940s; median wage catch-up required GI Bill + union density + tax through 1950s–60s.
Would update if: Federal enacted compute-dividend or SWF law before 2027-Q2 (pulls success branch forward).
Conf: H (capability); M (lag duration)
T = 2027-02 → 2027-09 (peak ~2027 Q2) — C4 policy window (success-branch salience)
Claim: Peak political salience for labor/distribution frames (~2027 Q2) opens the best 18–36 mo window for SWF, augmentation mandates, tax rebalance — mirroring Node 1 salience but inverted outcome menu.
Why: Node 1 P(HELP hearings by peak) 0.75; Newsom EO N-6-26 (May 2026) study-only; Sanders SWF bill Jun 2026 — agenda set, not law. 79% voters want worker-protection plan (Sanders op-ed, Blue Rose poll cited).
Evidence:
- CA EO N-6-26: severance, transition support, universal basic capital concepts, WARN review — 180-day recommendations due ~Nov 2026 (gov.ca.gov)
- SB 951 (CA): AI displacement notice 60-day — pending (leginfo)
- Node 1 P(economic anxiety ≫ x-risk) 0.85 — distribution fights on jobs terrain
Analogue: Montreal Protocol 1987 — vivid harm + narrow chokepoint → binding treaty in policy window; here chokepoint = tax/incorporation, not CFC chemistry.
Would update if: Zero state/federal distribution bills introduced after second Block-class event → window closed (normalized absorption).
Conf: M
T = 2028 H2 – 2029 — C8 public AGI / remote-worker threshold
Claim: At C8, Ghost GDP debate goes mainstream; transfer program enactment remains slow (P 0.25–0.35 any G7 material redistribution law by 2029).
Why: c8 §C8 — GDP up, wage share down; political pressure ↑, enactment lag per institutional cross-cut.
Evidence:
- c8 society snapshot by ci §C8 — Ghost GDP mainstream
[SPEC]; transfer enactment slow[EST] - ai_meltdown_ghost_gdp_crisis.md — intelligence displacement spiral narrative (Van Geelen/Shah Feb 2026)
- OpenAI “Industrial Policy for the Intelligence Age” (Apr 2026) — public wealth fund proposal, not statute (TechCrunch Jul 2026)
Analogue: Post-2008 — bailouts fast, household recovery decade.
Would update if: ≥2 G7 countries enact dividend-scale transfers (>5% median income equivalent) by 2029.
Conf: M
T = 2029–2031 — C9 fiscal patchwork vs coherent settlement
Claim: C9 modal = patchwork (state UI, tax credits, voluntary corporate funds) not post-labor settlement (P coherent federal settlement 0.12–0.18 by 2031).
Why: Historical workforce programs poor uptake; Acemoglu/Johnson anti-UBI; federal gridlock baseline from Node 6.
Evidence:
c8§C9 — fiscal response patchwork[EST]- UBI_post_work_meaning_AI.md — OpenResearch 2024: UBI ↓ labor income ~$1,500/yr; no society-scale AI-funded test
- happy_path_with_ai_brainstorm.md §C — staged path 2028–2032 for institutions
Analogue: ACA 2010 — partial universal mechanism, decade to stabilize; not full post-scarcity settlement.
Would update if: Alaska-scale national dividend (> $2k/yr/adult, inflation-adjusted) funded by AI/compute levy.
Conf: M
Ghost GDP vs shared gains
P = 0.58 — Ghost GDP sector-visible by C6 (2028 H1 calendar)
Claim: Corporate margins ↑ and payroll flat in AI-heavy sectors become econometrically legible before economy-wide crisis — early anti-utopia signal.
Why: So-so automation: output gain small, labor share drop large (Power_and_Progress §so-so). MIT NANDA 95% zero P&L impact today — but frontier adopters (Block, Cloudflare) already cut heads.
Evidence:
- ai_meltdown_ghost_gdp_crisis.md §1 — machines spend $0 on discretionary goods
- c8 society snapshot by ci §C5–C6 — profits vs payroll divergence visible
[SPEC] - Productivity-pay gap post-1979 (EPI) — institutional precedent for decoupling
Analogue: 1920s productivity ↑, farm income collapse — sector ghost output before macro.
Would update if: AI-exposed sectors show simultaneous payroll ↑ and margin ↑ through 2028 (Autor product-expansion dominates).
Conf: M
Buckets: Anti-utopia (Path D); blocks U4 if no offset.
P = 0.42 — Ghost GDP macro-binding (unemployment ≥8% + profit record) by 2029
Claim: ~42% tail/modal-fringe: Van Geelen-style demand collapse materializes — not base case, not negligible.
Why: $13T mortgage exposure to white-collar income; circular AI capex props demand until credit stress (ai_meltdown §2).
Evidence:
- ai_meltdown_ghost_gdp_crisis.md §1 table — scenario 10.2% unemployment, S&P −38%
c8§C10 — Ghost GDP Phase 4 pairs with alignment scare for crash[SPEC]- Yale macro null on AI exposure × unemployment (2026) — not yet binding; Canaries lead ~1–2 yr
Analogue: 2007–08 — subprime visible 2006, systemic 2008.
Would update if: National unemployment stays <5.5% through 2029 despite C8 remote workers.
Conf: L–M
Buckets: Severe whimper; may force redistribution from crisis (upward on U4 conditional).
P = 0.72 — Modal: GDP headline growth without median income lift (@C7–C8)
Claim: ~72% that national accounts show strong AI-sector growth while median household income flat absent new transfer law.
Why: Top 1% wealth share 31.7% (Fed Q3 2025, historic high); AI rents accrue to compute/data owners (research_capitalism_consumerism_inequality.md §1.2).
Evidence:
- research_capitalism_consumerism_inequality.md — top 1% = bottom 90% wealth (2025)
c8§C7 — median flat without redistribution[SPEC]- World Inequality Report 2026 — global top 10% = 53% income
Analogue: 1980–2020 computer revolution — productivity ↑, median wage stagnation.
Would update if: Labor share of income rises ≥2 pp in US 2027–2029 while AI capex doubles.
Conf: M–H
Buckets: Primary anti-utopia; caps U4; blocks U3 without science dividend and distribution.
P = 0.35 — Shared-gains narrative wins in media/policy (@C4–C6)
Claim: “Workers must share in AI gains” becomes bipartisan talk-track — not same as enactment.
Why: Newsom EO framing; Sanders 79% poll; Trump “American public as partner” (TechCrunch); Altman equity rhetoric.
Evidence:
- CA EO — “Californians — not just big tech — benefit”
- Sanders S.4825 press release — $7T fund, $1k+/person dividend at 5% yield (sanders.senate.gov)
- happy_path_with_ai_brainstorm.md §E — competing visions explicit
Analogue: Healthcare “public option” 2009–10 — won narrative, lost law.
Would update if: No major candidate mentions AI dividend in 2028 cycle.
Conf: M
Buckets: Necessary not sufficient for U3/U4.
Acemoglu: machine usefulness vs so-so automation
P = 0.65 — So-so automation dominates modal deployment (@C4–C7)
Claim: ~65% that frontier deployment prioritizes cost-cutting substitution over machine-usefulness augmentation through C7.
Why: Tax bias labor ~25% vs capital ~5% (Acemoglu-Manera-Restrepo 2020); firm incentives favor automation over new task creation; Block/Cloudflare are headcount stories.
Evidence:
- Power_and_Progress_Acemoglu_Johnson.md §so-so automation — half of labor share decline 1980–2016
- research_ai_economy_article/thread1_robot_tax.md §1.3 — +4.02% employment from optimal tax reform counterfactual
- Acemoglu 2024: AI TFP +0.05%/yr — small cake, large distributional fight
Analogue: Self-checkout rollout — adopted for labor cost, not customer experience.
Would update if: METR-exposed firms show net hiring in augmented roles 2027–2028 (Autor task-complementarity wins).
Conf: M
Buckets: U4 ceiling; U3 needs policy flip.
P = 0.28 — Pro-worker AI policy package adopted in ≥1 G7 by 2030
Claim: ~28% that Acemoglu-Autor-Johnson “Building Pro-Worker AI” menu (tax rebalance, antitrust, public health/ed AI investment) passes material law in US or EU or Japan.
Why: NBER WP 34854 (Mar 2026) — nine directions; Brookings summary — politically harder than technical.
Evidence:
- NBER WP 34854 — pro-worker = new task-creating tech, not expertise-leveling
- Acemoglu_vs_Autor_AI_Labor_Economics.md — race between automation and new tasks not automatic
- EU AI Act — human oversight for HR AI (Aug 2026) is partial pro-worker, not tax rebalance
Analogue: Post-WWII GI Bill + R&D tax credit — bundle took war-window + decade.
Would update if: US payroll/capital tax symmetry bill passes committee with bipartisan score.
Conf: L–M
Buckets: U3/U4 upward driver.
P = 0.45 — Augmentation wins in product categories but not labor share
Claim: Copilot-class tools raise power-user productivity without raising median wage — machine usefulness for some.
Why: Brynjolfsson “power user premium”; c8 C4 — $100–500/mo agent stacks for elites; median sees copilot not replacement until C6.
Evidence:
- c8 society snapshot by ci §C4 daily life
- Autor ATM paradox — employment ↑ in restructured roles, not wages automatic
- Anthropic >80% internal code AI-written — lab productivity, not economy-wide wage
Analogue: Excel — analyst productivity ↑, headcount ↓ in bookkeeping.
Would update if: Randomized firm-level augmentation mandates show wage pass-through >30% of productivity gain.
Conf: M
Buckets: U4 partial (modest flourishing for skilled); not U3 broad.
P = 0.55 — Acemoglu anti-UBI stance shapes Democratic menu
Claim: ~55% that major Dem distribution packages emphasize services/jobs over unconditional cash through 2030 — slowing UBI path.
Why: Power and Progress Ch.11 — UBI privatizes meaning; prefers public education, unions, antitrust.
Evidence:
- Power_and_Progress_Acemoglu_Johnson.md §policy — explicit anti-UBI
- UBI_post_work_meaning_AI.md — UBS > UBI for Jahoda latent functions
- Sanders SWF = dividend, not classic UBI — hybrid
Analogue: Nordic services universalism vs US cash debates.
Would update if: Biden-successor platform centers unconditional $1k+/mo federal.
Conf: M
Buckets: U7 meaning coupling; U3 institutional golden age path.
SWF models: Norway, Alaska, Altman, compute dividend
P = 0.10 — US federal AI SWF enacted at Sanders scale (≥30% equity) by 2032
Claim: ~10% S.4825-class 50% equity tax becomes law — tail-adjacent, not zero.
Why: No cosponsors (Jun 2026); industry + antitrust opposition; constitutional takings politics; Altman counters at 5%.
Evidence:
- S.4825 press release — 50% systemically important AI firms
- TechCrunch Jul 2026 — OpenAI 5% voluntary framing
- UBI_post_work_meaning_AI.md §Altman — American Equity Fund 2.5% market cap + 2.5% land (2021)
Analogue: Wealth tax Warren 2019 — agenda shift, no enactment.
Would update if: ≥10 Senate cosponsors + CBO score in 2027 session.
Conf: L
Buckets: U3 tail; high leverage if true.
P = 0.22 — Voluntary / negotiated 5–10% public stake in ≥2 frontier labs by 2029
Claim: ~22% Trump-admin or successor deal: equity slice to sovereign fund without Sanders-scale compulsion.
Why: Altman-Trump discussions reported Jun–Jul 2026; “American public as partner” rhetoric; CHIPS Act precedent for conditional federal stake.
Evidence:
- TechCrunch, ai.cm
- OpenAI Apr 2026 industrial policy paper — fund invests in labs, returns to citizens
- Norway GPFG — 20% of gov revenue from fund (Investopedia SWF) — benchmark, not forecast
Analogue: TARP warrants 2008 — equity participation crisis-driven.
Would update if: Explicit admin rejection of any equity stake in writing.
Conf: L–M
Buckets: U4 modest; U3 if dividends flow to households.
P = 0.15 — Norway-style resource → SWF template copied for compute/electricity by 2032
Claim: ~15% G7 state routes compute lease royalties or electricity surcharges into permanent fund (not general revenue).
Why: Oil → GPFG worked with visible exhaustible rent; AI rent is monopoly + data, harder to classify; Gulf states may lead US.
Evidence:
- happy_path_with_ai_brainstorm.md §C step 3 — Norway/Alaska models
- Alaska Permanent Fund ~$88.7B, ~$1–2k/yr dividend — too small for post-labor (
UBI_post_work_meaning_AI.md§exp 5) - thread1_robot_tax §4 — Korea 2017 subsidy trim only real enacted automation levy
Analogue: Alaska 1982 — 26 years from oil discovery to meaningful dividend culture.
Would update if: UAE/Saudi announce citizen compute dividend >$5k/yr.
Conf: L
Buckets: U3 institutional.
P = 0.18 — “Compute dividend” / universal basic compute at scale (@C6–C8)
Claim: ~18% meaningful public inference entitlement (not just rhetoric) — e.g. monthly token/GPU credits ≥ professional tier.
Why: Altman 2025 “universal basic compute” pivot; EU digital sovereignty talk; harder than cash (marginal cost, abuse).
Evidence:
- thread1 §8.3 — Altman compute-as-right vs 2021 cash fund
c8§C6 — compute access = career access bifurcation[SPEC]- research_ai_economy_article/thread1_robot_tax.md §5 — token/compute tax academic papers 2025
Analogue: Lifeline phone program — universal floor, not abundance.
Would update if: Federal entitlement bill for inference credits passes committee.
Conf: L–M
Buckets: U4 (access); weak U3 without cash/services.
Tax paths: token / compute / electricity / Sharing the Algorithm
P = 0.16 — Federal automation-biased tax reform (payroll ↓, capital ↑) by 2030
Claim: ~16% material reduction in labor-vs-capital tax wedge per Acemoglu-Manera-Restrepo.
Why: GOP 2025–26 extends bonus depreciation; Summers coalition anti-”robot tax”; tax reform is once per decade window.
Evidence:
- NBER w27052 — +1.14–1.96% employment from modest reform
- NBER w34854 §policy — symmetric tax structure
- Node 1 P(federal binding labor standards) 0.12 — same congressional bottleneck
Analogue: 1986 Tax Reform — rare bipartisan, heavy lift.
Would update if: 2027 reconciliation includes payroll tax credit funded by capital minimum tax labeled AI/automation.
Conf: L–M
Buckets: U3/U4 multiplier.
P = 0.14 — Token / compute / electricity excise enacted in US or EU by 2028
Claim: ~14% narrow levy on inference or datacenter electricity becomes law — not full robot tax.
Why: Administrability ↑ vs robot definition problem (Summers 2017); UK electricity proposals 2026 per thread1; Mark Cuban token tax rhetoric.
Evidence:
- thread1 §8.2 — Cuban token utilization tax
- thread1 §9 — Manifold 37% robot tax country by end 2027 (prediction market, low reliability)
- Gasteiger 2025 — datacenters 415 TWh (~1.5% global) — visible tax base
Analogue: Carbon border adjustments — sector tax before income tax overhaul.
Would update if: EU energy package explicitly exempts AI inference through 2028.
Conf: L
Buckets: U4 funding source for partial transfers.
P = 0.07 — Bearer-Friend Sharing the Algorithm equity tax enacted (US) by 2032
Claim: ~7% one-time in-kind equity remittance per Bearer-Friend & Polcz 2025.
Why: Novel; international competitiveness objections; definitional “AI firm” fights; industry litigation.
Evidence:
- CJTL 17(1) — four harms: copyright, unemployment, bias, concentration
- TaxProf Harpaz review — political rate choice dominates
- thread1 §6.6 — equity vs transaction tax fork
Analogue: Buffett rule — decades from proposal to minimal enactment (AMT patch).
Would update if: EU adopts equity remittance in AI liability directive.
Conf: L
Buckets: U3 tail governance + distribution.
P = 0.38 — State-level AI-adjacent revenue measures (CA/NY/WA) by 2028
Claim: ~38% ≥1 large state enacts compute tax, data-center surcharge, or equity-severance mandate with enforcement.
Why: CA SB 53 ecosystem; Newsom EO may seed 2027 bills; states as labs when federal gridlocked (Node 6).
Evidence:
- Node 1 P(CA labor AI bill) 0.50
- SB 951 displacement notice
- Fisher Phillips — severance/equity recommendations possible Nov 2026
Analogue: CA privacy (CCPA) → national pressure.
Would update if: GAAIA preemption without carve-outs blocks CA labor (Node 1 P 0.12).
Conf: M
Buckets: U4 patchwork federalism.
Augmentation vs automation policy
P = 0.55 — EU human-in-loop HR AI rules enforced; US voluntary (@C4–C6)
Claim: Annex III employment AI (Aug 2026) bites; US stays OSHA/HELP hearings without binding augmentation mandate.
Why: EU AI Act Art. 26(7) worker notification; US executive EOs study-only; culture-war coalition = vetting not mandates (Node 1 P 0.62).
Evidence:
- EU AI Act Annex III employment
- Morgan Lewis Jun 2026 — high-risk HR Aug 2026
- Node 1 P(federal binding workplace standards) 0.12
Analogue: GDPR vs US sectoral privacy — Brussels effect partial.
Would update if: Federal “human final decision” statute for firing/hiring.
Conf: M
Buckets: U4 (EU); U3 if US copies.
P = 0.25 — US augmentation mandate (meaningful % tasks human-performed) by 2030
Claim: ~25% law requiring minimum human share of work units in regulated sectors — hard to define, industry fights.
Why: Hawley/Warner reporting bills easier than production quotas; Acemoglu prefers direction-shifting R&D not quotas.
Evidence:
- Sanders moratorium conditions include anti-displacement policies (S.4214) — not augmentation %
- happy_path_with_ai_brainstorm.md §D — “leave space” hard under market pressure
- EU prohibits emotion recognition workplace (Feb 2025) — ban not mandate
Analogue: German co-determination — works council veto, not task %.
Would update if: AFL-CIO publishes model augmentation bill adopted by 3 states.
Conf: L
Buckets: U2 symbiosis enabler.
P = 0.70 — Market penalty for pure automation without PR offset (@C4–C5)
Claim: ~70% firms face reputational/litigation risk if AI layoffs lack transition narrative — not same as keeping jobs.
Why: Node 1 P(labs reskilling PR) 0.85; Block backlash transient; stock P(rewards layoffs) 0.65.
Evidence:
- Node 1 actor table — frontier labs reskilling partnerships
- Newsom EO — severance/equity review
- research_capitalism_consumerism_inequality.md — status anxiety drives overwork, not solidarity
Analogue: ESG window dressing — talk > walk.
Would update if: Sustained consumer boycott moves >3% revenue at AI-layoff brands.
Conf: M
Buckets: Weak U4 signal.
C4 labor shock as success-branch policy window
P = 0.68 — C4 window produces labor rules not distribution settlement
Claim: Modal policy output = WARN tweaks, disclosure, EU oversight — not SWF/UBI (mirrors Node 1 modal).
Why: Node 1 stitch — vetting coalition wins; Sanders moratorium P 0.03; SWF P 0.10.
Evidence:
- Node 1 P(HELP hearings) 0.75 + P(binding federal labor) 0.12
- Utopia timeline §U2 — triggers same as N1
- my putopia — concentrated harm primary competitor
Analogue: Y2K — massive compliance industry, no structural economic reform.
Would update if: SWF or equivalent passes during 2027 Q2 salience peak.
Conf: M–H
Buckets: Path D default; anti-U3/U4.
P = 0.32 — Cross-partisan layoff notice + retraining fund federal package by 2028
Claim: ~32% Warner-Hawley reporting + modest employer retraining levy — success-branch of Node 1 labor coalition.
Why: Bipartisan workforce framing easier than equity tax; Node 1 P(bipartisan reskilling bill) 0.30.
Evidence:
- Web search Jun 2026 — Algorithmic Layoff Notice Act 90-day / 50+ employees (labor package modular)
- Node 1 P(labor + populist vetting bridge) 0.30
- EU FRIA for deployers — procedural model
Analogue: COBRA 1985 — narrow safety net after shock.
Would update if: 119th Congress adjourns with zero AI labor bills passed.
Conf: M
Buckets: U4 partial (managed friction).
P = 0.45 — Second-wave policy window @C6–C7 (Ghost GDP salience)
Claim: If C4 window misses redistribution, second chance ~2028–2029 when sector Ghost GDP undeniable — P 0.45 of serious federal commission → bill (not enactment).
Why: Institutions lag capability ~2 yr; c8 C8 mainstream debate; crisis may be needed.
Evidence:
c8§C8 — transfer pressure ↑, enactment slow- Post-WWII — second New Deal partially failed 1944; GI Bill still passed in window
- Montreal — science known 1974, treaty 1987 (13 yr); AI clock faster but analogous
Analogue: Dodd-Frank after Lehman, not after Bear Stearns.
Would update if: Material transfer law in 2027 (first window succeeded early).
Conf: M
Buckets: U3 conditional on second window.
UBI / UBS transition stages
P = 0.12 — Federal UBI (≥$12k/yr/adult) by 2032
Claim: ~12% unconditional federal floor at post-labor scale — below activist median, above zero.
Why: OpenResearch 2024 cooled enthusiasm; fiscal cost; Acemoglu opposition; no society-scale AI funding mechanism tested.
Evidence:
- UBI_post_work_meaning_AI.md §III OpenResearch — −4.1 pp employment, −$1.5k labor income
- Finland health gains income-mediated — not UBI magic
- Alaska dividend insufficient magnitude for post-work
Analogue: Nixon/Family Assistance Plan 1969 — near-miss, abandoned.
Would update if: CBO scores funded UBI with compute/SWF revenue and passes Senate.
Conf: L
Buckets: U4 cash leg; U7 still needs institutions.
P = 0.28 — UBS expansion (healthcare/education/housing guarantees) in ≥1 G7 by 2030
Claim: ~28% major expansion of service universalism — closer to Acemoglu menu than Yang UBI.
Why: Sanders SWF spends on “decent standard of living” bundle; Nordic template; US ACA politics shows incremental path.
Evidence:
- UBI_post_work_meaning_AI.md §IV — Jahoda: UBI solves manifest, not latent
- happy_path_with_ai_brainstorm.md §C — stage 4 UBI or UBS
- World Happiness Report 2025 — Nordic welfare → lower status anxiety (inequality note §3)
Analogue: NHS 1948 — service universalism post-shock.
Would update if: US Medicare-for-All or equivalent fails again in 2028 cycle with no substitute.
Conf: L–M
Buckets: U3 institutional golden age.
P = 0.40 — Staged transition (tax fix → narrow levy → pilot dividend → expand) starts by 2028
Claim: ~40% at least two stages of happy_path §C pipeline underway legislatively — not completed.
Why: Newsom EO + SB 951 + Sanders + Altman = stage 0–1 activity; enactment weak.
Evidence:
- happy_path_with_ai_brainstorm.md §C steps 1–4
- CA EO universal basic capital concepts
- thread1 — policy momentum 2025–26 vs 2017 rejection
Analogue: ACA state waiver experiments 2011–13 before federal.
Would update if: Zero legislative activity 2027 after Block-scale events.
Conf: M
Buckets: U4 leading indicator.
P = 0.62 — UBI/UBS without meaning institutions fails U2 normative bar (@C8+)
Claim: Cash/services without Jahoda structures → anomie — blocks U2 even if U4 income met.
Why: Putnam bowling alone trend; retirement depression literature; Bostrom Deep Utopia status problem.
Evidence:
- UBI_post_work_meaning_AI.md §IV — status zero-sum
- my putopia — P(meaning collapse) crux; U7 node owns detail
- happy_path_with_ai_brainstorm.md §D — community rebuild unspecified
Analogue: Lottery winners — income ↑, happiness flat/↓.
Would update if: National community-service corps at scale with >10% adult participation.
Conf: M
Buckets: U2 vs U4 split.
Competition policy + antitrust in AI economy
P = 0.40 — Effective antitrust constraint on AI stack (cloud × model × chips) by 2030
Claim: ~40% structural remedy or conduct order changes pricing/access materially — not just fines.
Why: Khan FTC mixed wins; Google search remedy narrowed; Trump admin may shift; 5–6 frontier labs still compete on capabilities.
Evidence:
- research_ai_economy_article/thread3_platform_governance.md — neo-Brandeis record mixed
- AI Now — Big Tech owns chips→cloud→models; divestiture discussed
- Acemoglu w34854 — antitrust fosters pro-worker business models
- happy_path_with_ai_brainstorm.md §C — competition + redistribution both needed (USV insight)
Analogue: AT&T breakup 1984 — decade litigation; partial opening.
Would update if: MSFT-Google-OpenAI triangle ruled illegal per se with divestiture.
Conf: L–M
Buckets: U3 multiplier on any transfer (prevents rent capture).
P = 0.55 — Modal: oligopoly persists (2–4 labs + 2 clouds) but price competition in API tier
Claim: Concentration stable; consumer/API prices fall — false abundance for compute renters, not owners.
Why: Tracker 0–2 mo capability gaps; open weights pressure inference price; capex arms race continues.
Evidence:
c8§C7 — oligopolistic clusters- thread8 — agent coordination monopoly tail
[SPECULATION] - H100 rent −60–80% (
ai_meltdown§4) — price ↓, fixed cost concentration ↑
Analogue: Airline oligopoly — low fares, bankrupt cycles, no worker power.
Would update if: HHI for frontier training market falls below 1500 sustained.
Conf: M
Buckets: Path D; U4 if transfers decouple from monopoly rents.
P = 0.30 — Algorithmic collusion enforced in AI labor markets (hiring/wages) by 2029
Claim: ~30% major enforcement action on AI-coordinated wage suppression or surge pricing — worker-side antitrust.
Why: DOJ 2023 Amazon Project Nessie precedent; Stanford algorithmic collusion 2024; HR AI concentration.
Evidence:
- thread3 — Nessie $1.4B internal estimate
- EU AI Act profiling = high-risk automatic
- research_ai_economy_article/thread3_platform_governance.md §algorithmic pricing
Analogue: Silicon Valley no-poach settlement 2014 — late fix.
Would update if: Explicit antitrust exemption for AI hiring tools.
Conf: L–M
Buckets: U4 labor protection leg.
Global South / inequality (118 countries)
P = 0.74 — 118 countries remain rule-takers on AI governance + distribution through C8
Claim: ~74% majority of UN members lack binding seat at GPAI/Bletchley-style clubs and lack compute dividend sovereignty.
Why: UN Advisory Body statistic; thread6 international coordination; capex concentrated US/Gulf/EU/China.
Evidence:
- research_ai_economy_article/thread6_international_coordination.md — 118 countries
- website/src/content/writing/ai-governance-landscape.md
- World Bank 2025 — South Asia white-collar postings −20% post-ChatGPT (thread1 §9)
Analogue: WTO Uruguay Round — rules set by core; periphery adapts.
Would update if: Global South coalition wins binding compute transfer treaty.
Conf: M–H
Buckets: U3 global version fails; U4 OECD-only.
P = 0.65 — C8 remote worker undercuts Global South BPO before rich-country trades
Claim: AI remote labor arbitrage hits Philippines/India call centers before US plumbers — asymmetric harm.
Why: c8 §C8 inequality bullet; digital tasks tradable first.
Evidence:
c8§C8 — developing-world BPO disrupted[SPEC]- thread1 — South Asia −20% postings
- Ghost GDP — consumption collapse US-centric narrative; export economies hit via demand
Analogue: Offshoring 1990s in reverse — onshore AI replaces offshore humans.
Would update if: India/EU mandate local human quota for client-facing services.
Conf: M
Buckets: Anti-utopia global; undermines U3 narrative.
P = 0.20 — Meaningful multilateral compute/transfer fund for Global South by 2032
Claim: ~20% IAEA-analog fund with >$10B/yr real flows — not pledges.
Why: N9 success branches weak; US-China race dominates; ODA flat.
Evidence:
- Utopia timeline §U6 — binding treaty P low
- happy_path_with_ai_brainstorm.md Q10 — 118 countries inclusion unsolved
- Montreal succeeded with narrow chemical; compute is strategic
Analogue: COVAX — partial, late, inequitable.
Would update if: UN AI office administers verified compute credits to LDCs.
Conf: L
Buckets: U3 necessary for global golden age.
Path families B, D, E
P = 0.58 — Path D — Modal friction (c8 default) through C8
Claim: ~58% branch mass: acceleration + inequality + institutional lag — no utopia bucket fully satisfied.
Why: c8 TL;DR; my putopia doom modal ~50–60% non-extinction overlaps Path D.
Evidence:
- c8 society snapshot by ci — Ghost GDP, no pause, widening compute gap
- Utopia timeline path table — D = anti-utopia
- Node U2 sections above — concentration P 0.68–0.78
Analogue: 1995–2025 internet — enormous consumer surplus, inequality ↑, no post-labor settlement.
Would update if: P(shared gains) components all land high in same 24 mo window.
Conf: M
Buckets: (none) — contrast anchor.
P = 0.16 — Path B — Institutional golden age (U3/U4) without full U1
Claim: ~16% science dividend + governance + distribution wins without ASI — Hanson slow institutions path.
Why: Requires conjunction: N5/N9 partial success + U2 tax/SWF + machine usefulness — each alone low.
Evidence:
- Utopia timeline — B maps N1,N2,N5,N9 success
- my putopia — U3 external shorthand ~2050
- Post-WWII analogue below — conditional on distribution
Analogue: 1947–1973 golden age — not singularity, shared wage growth.
Would update if: P(concentration) drops below 0.45 and P(UBS/SWF) > 0.35 simultaneously.
Conf: L–M
Buckets: U3 primary; U4 overlap.
P = 0.27 — Path E — Aligned-but-unequal (blocks U2/U3)
Claim: ~27% alignment sufficient for no extinction, but gains concentrate — physical symbiosis without distribution.
Why: my putopia branch table; Amodei machines of loving grace if ownership unchanged.
Evidence:
- my putopia — aligned but unequal; P(concentration) high crux
- OpenAI charter general labor substitute + 5% not 50% stake
- Bostrom — control ≠ welfare equality
Analogue: Green Revolution — food ↑, landowner capture.
Would update if: Mandatory profit-sharing at AI labs constitutional in US.
Conf: M
Buckets: Anti-U2/U3; whimper channel.
P = 0.19 — Path E2 — Aligned-but-bored (U2 normative empty)
Claim: ~19% material abundance + alignment, meaning institutions fail — U7 crux.
Why: Jahoda/Bostrom; separate node but blocks U2 bucket.
Evidence:
- my putopia — aligned but bored
- UBI_post_work_meaning_AI.md §V — proposition 3–4
- Graeber bullshit jobs — removing bad jobs ≠ filling meaning
Analogue: Gulf rentier youth underemployment — income without purpose.
Would update if: Mass participatory institutions scale (see U7 file).
Conf: L–M
Buckets: U2 normative failure.
Historical analogues (success-branch priors)
P(upward | analogue) = 0.55 — Post-WWII GI Bill + union + tax absorption
Claim: Institutions can convert productivity shock into broad wage growth — took ~15 yr and unique geopolitical coalition.
Why: Acemoglu Power and Progress §18–19th c UK phase 2; EPI productivity-pay sync 1948–79.
Evidence:
- Power_and_Progress_Acemoglu_Johnson.md §institutions
- research_capitalism_consumerism_inequality.md §1.3 — post-1979 break
- my putopia — Post-WWII prior for U3 not U1
Analogue: GI Bill — 7.8M served; college access transformed but excluded many Black veterans in practice.
Would update if: 2027–30 policy bundle matches three of {union density ↑, top marginal tax ↑, public edu investment ↑, SWF}.
Conf: M
Buckets: U3 upward prior.
P(upward | analogue) = 0.48 — Montreal Protocol successful mitigation
Claim: Narrow chokepoint + vivid harm + industry substitution path → binding global rule — maps to CBRN screening more than distribution, but shows mitigation works.
Why: my putopia Y2K/Montreal upward on governance; U2 chokepoint = tax/incorporation harder than CFC chemistry.
Evidence:
- Node 2 BMIA screening coalition — partial Montreal for bio
- Montreal 1987 — 13 yr from Rowland-Molina 1974
- happy_path_with_ai_brainstorm.md — international coordination hard
Analogue: Cap-and-trade after visible ozone hole.
Would update if: Global compute cartel treaty with citizen dividend — no movement by 2028.
Conf: M
Buckets: U5/U6 > U2; still lifts U3 if paired with transfers.
P(downward | analogue) = 0.60 — 1980–2020 computer revolution without redistribution
Claim: Same digital wave, different institutions → inequality — base rate for AI without U2 wins.
Why: Union decline 25%→10%; capital gains cuts; platform winner-take-most.
Evidence:
- Power_and_Progress_Acemoglu_Johnson.md §1980s
- research_capitalism_consumerism_inequality.md
- Fed top 1% wealth record 2025
Analogue: Default for Path D.
Would update if: Labor share inflects up 3+ pp.
Conf: H
Buckets: Concentration prior 0.68–0.78 anchored here.
Concentration crux (explicit — objective)
P = 0.73 — Top decile captures ≥60% of AI-attributed surplus through C8 (modal)
Claim: Primary competitor to U3/U4 — not p(doom), but p(utopia) ceiling.
Why: Rents to compute, data, frontier equity; Ghost GDP mechanism; Acemoglu corp power quote; circular financing beneficiaries concentrated.
Evidence:
- Sections Ghost GDP + SWF low enactment + 1980s analogue
- thread1 §9 — top 2000 firms profits ~$4.9T (2025)
- my putopia — gains concentrate crux
[FILL]→ working estimate 0.73 (range 0.68–0.78)
Analogue: Oil majors 1970s — rent capture before Norway GPFG matured.
Would update if: Labor share + SWF dividends + wage growth jointly offset ≥40% of AI productivity gain to bottom 50%.
Conf: M
Buckets: Anti-U3/U4; Path E enabler.
P = 0.22 — Material broad sharing (bottom 50% gets ≥40% of AI surplus) by 2032
Claim: Success metric for Node U2 — conjunction of {tax/SWF, antitrust, augmentation, services}.
Why: Product of partial probabilities; requires beating 1980s base rate.
Evidence:
- Inverted from concentration P 0.73 — not independent; conditional on policy window wins
- Path B P 0.16 — similar order of magnitude
- happy_path_with_ai_brainstorm.md — honest difficulty assessment
Analogue: New Deal subset success — not full post-scarcity.
Would update if: CBO distributional score shows bottom quintile income +20% from AI policies alone.
Conf: L–M
Buckets: U3/U4 joint success criterion.
Bucket mapping summary (@C4–C8)
| Ci | U2 distribution state (modal) | U3/U4 impact | Anti-utopia signal |
|---|---|---|---|
| C4 | Policy window opens; study bills; no SWF | U4 early frictions only | Block cuts; no dividend law |
| C5 | EU HR AI rules; US hearings | U4 if EU Brussels effect | Sector Ghost GDP visible |
| C6 | State surcharges debated | U4 compute-access floor? | Median income flat |
| C7 | Patchwork retraining | U3 needs science + share | Two-tier owner/user society |
| C8 | Transfer debate mainstream; enactment slow | U3 blocked if concentration holds | Remote worker global arbitrage |
Top cruxes (research priority)
| # | Crux | Working P | Falsifier | Buckets |
|---|---|---|---|---|
| 1 | Concentration ≥60% surplus top decile | 0.73 (0.68–0.78) | Labor share +2 pp | U3/U4 ceiling |
| 2 | So-so automation > machine usefulness | 0.65 | Net hiring in exposed firms | U4 |
| 3 | C4 window → labor rules not SWF | 0.68 | Federal SWF by 2027 Q4 | U3 tail |
| 4 | Ghost GDP macro-binding by 2029 | 0.42 | UE <5.5% at C8 | U4 crisis path |
| 5 | 118 countries rule-takers | 0.74 | Binding South compute treaty | Global U3 |
| 6 | Broad sharing by 2032 | 0.22 | Bottom 50% ≥40% surplus | U3/U4 win |
| 7 | Path D modal friction | 0.58 | Conjunction of wins | (anti) |
| 8 | Meaning without work (U7 overlap) | 0.62 fail U2 bar | Mass civic institutions | U2 |
Correlation notes (do not multiply blindly)
- Positive: SWF passage ↔ tax reform ↔ antitrust success (Path B bundle) — ρ ≈ 0.45–0.55
- Negative: Ghost GDP macro crisis ↔ voluntary 5% equity (crisis may force deals) — ρ ≈ −0.25
- Shared with doom: C4 labor shock trigger — same event, branching response (pause vs distribute) — see
correlation_matrix_positive.md(pending) - Overlap discount: P(U3) + P(U4) + P(U2) not additive — my putopia §overlap
Update log
| Date | Change |
|---|---|
| 2026-07-04 | Initial research pass: 42 evidence sections; web 2024–26 (Newsom EO, EU AI Act, Sanders SWF, Altman 5%, Acemoglu w34854, Bearer-Friend); repo anchors |
Key P estimates (quick reference)
| Estimate | Range | Headline |
|---|---|---|
| Concentration (top decile ≥60% surplus) | 0.68–0.78 | Modal anti-utopia |
| Path D modal friction | 0.55–0.62 | c8 default |
| Broad sharing by 2032 | 0.18–0.26 | U3/U4 win |
| Path B institutional golden age | 0.14–0.18 | Conjunction tail |
| Path E aligned-but-unequal | 0.24–0.30 | Alignment without share |
| US SWF enacted (Sanders-scale) | 0.08–0.12 | Low |
| Voluntary 5–10% public stake | 0.18–0.26 | Altman track |
| So-so automation dominates | 0.60–0.70 | Acemoglu prior |
| Ghost GDP sector-visible C6 | 0.52–0.64 | Early warning |
| C4 window → rules not settlement | 0.64–0.72 | Node 1 mirror |
Section count: 42 evidence sections.