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TK11thesis_killerthesis_killer

Autonomous Regulatory Block (Level 4 Halt)

Prior probability
10.0%
Current probability
10.0%
evolves via intake + LBP
Conviction
Signal quality
Resolution
pending
Window
2026-01-01 – 2028-12-31
Edges in / out
0 / 117
Tickers exposed
0

Prediction text

Fatal incident(s) + political backlash → NHTSA suspends L4 deployment; robotaxi cities shutter; Tesla FSD restricted; Waymo expansion frozen.

Predictor calibration

Not assigned

This node has no predictor assigned. Default κ=0.5 applies to any intake evidence about it.

Reference class

Not linked

This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.

Probability over time

0 prob_history rows
No probability history yet.

Milestone chain

Pre-event signals (upstream prereqs + window checkpoints) → resolution event → downstream cascades. Status/dates update from linked nodes; re-derive nightly via scripts/ops/derive_milestones.py.

No milestone chain derived yet. Run scripts/ops/derive_milestones.py to populate from prereq edges + window checkpoints.

What if this resolves?

Clamp this prediction TRUE or FALSE and run a counterfactual Gibbs sample. Surfaces the predictions whose marginals shift most under that assumption.
(live posterior: 10%)

Click a button to clamp this prediction and run a Gibbs sample. Returns the predictions whose marginals shift most. ~30s per run; ideal for stress-testing "if X resolves, what else moves?"

Evidence chain

Every probability update with full Bayesian provenance — chronological, latest first

No probability history yet. The first evidence will arrive via /api/intake or the daily milestone sweep / weekly LBP run.

Network propagation neighbors

Top edges sorted by latest LBP cross-impact
All propagation →

Top incoming (parents)

Edges that influence THIS node's belief

No incoming edges.

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
killer240_037
Amazon Zoox Robotaxi will launch in LA in 2027Peter Diamandis
23.5%0.0500.650+0.355
killer244_019
Peter's son won't need a driver's license in 2 yearsPeter Diamandis
48.4%0.0500.920+0.349
killer230_020
Peter's 14-year-old son Milan will never get a driver's licePeter Diamandis
34.7%0.0500.650+0.243
killerIND_023
'Cambrian explosion of bipedal labor' driven by hundreds of Alex Wissner-Gross
22.0%0.0500.480+0.217
killerCMQ_002
By 2028, AI systems will reach 'independent researcher' leveSam Altman
31.4%0.0500.550+0.186

Prerequisites (0)

Predictions that must hit first
TypePredTitleDomainLag
No prerequisites

Dependents (117)

Predictions enabled by this
TypePredTitleDomainLag
killerSPC_014Starlink constitutes 65% of all active satellites globally by 2026 — making LEO operational management a fundamentally single-operator problem; requires transition from human-in-the-loop control to fully autonomous algorithmic collision avoidance and f...Space
killerAUT_003'Vibe coding' — the full delegation of syntactic code generation to autonomous models, with human engineers interacting purely through natural-language intent while remaining entirely abstracted from underlying programming architecture; minimalist arch...AI
killerINF_065Uber has committed an initial $100 million specifically to develop EV charging infrastructure tailored for robotaxis in major urban centers — starting with Los Angeles, the San Francisco Bay Area, and Dallas.Auto/Transport
killer243_002Uber will be in 15 cities with autonomous partners by end of 2026Auto/Transport
killerCYB_015The human hiring process becomes progressively distorted as autonomous bot agents actively screen resumes generated by other bot agents, completely removing the human connection required to accurately assess contextual experience — bot-on-bot recursive...Labor/Jobs
killerROB_016Block executed massive layoffs explicitly reframing the company as a 'smaller, faster, intelligence-native company' — future corporate dominance will not be determined by human headcount but by the density of elite AI researchers managing vast fleets o...Labor/Jobs
killer242_015Full autonomy achieved within 2 years before Salim's son gets driver's licenseAuto/Transport
killer244_019Peter's son won't need a driver's license in 2 yearsAuto/Transport
killerCYB_029Corporate API providers will increasingly restrict third-party agent harnesses (exemplified by Anthropic's April 2026 ban of OpenClaw) — this structural conflict highlights the precarious nature of building autonomous enterprises atop proprietary APIs,...AI
killerCYB_025The legal profession must transition from viewing AI as a 'prompter' to an active 'partner' — when an autonomous AI consultant hallucinates legal precedent or medical diagnosis, traditional corporate malpractice frameworks fail; courts must rapidly est...Other
killerROB_026Autonomous AI agents will execute multi-stage cyberattacks at machine speeds far surpassing the defensive capabilities of human security teams — bad actors will utilize the same multi-agent paradigms that enable legitimate corporate organizations, targ...Defense
killerSPC_015AI will continuously analyze orbital trajectories of active satellites and space debris to predict collisions with superhuman accuracy — upon identifying collision risks, AI systems will autonomously command satellite Hall-effect thrusters to adjust or...Space
killerROB_022Maintaining technological competitiveness in Physical AI is an acute, existential matter of national security — falling behind in industrial automation translates directly to loss of geopolitical hegemony; the nation that controls the physical fabricat...Defense
killerSPC_025Critical misalignment in the AI industry: approximately 300 AI capabilities researchers for every one AGI safety researcher — extreme systemic risk as these autonomous systems are deployed into physical domains like space and embodied robotics.AI
killerAUT_015Complete obsolescence of traditional military procurement — national security pivots away from small numbers of exquisite expensive surveillance platforms (high-altitude drones, fighter jets) toward highly distributed autonomous systems of thousands of...Defense
killerAUT_019Weil's April 2026 exit from OpenAI VP of Science signals critical juncture — as AI transitions from singular query-response to continuous autonomous agentic loops required for scientific discovery, underlying computational costs surge exponentially; GP...AI
killerAI_017NVIDIA will make Agentic AI the primary demand vector via two specialized products: the 'NemoClaw' developer toolkit for building/orchestrating autonomous agents, and the 'Vera CPU rack' hardware platform explicitly designed to host, deploy, and execut...Semis
killerCYB_022Supply-chain attacks targeting widely utilized open-source AI packages — exemplified by documented attacks on the LiteLLM framework — represent extreme systemic risk: a single compromised foundational code repository instantly and autonomously infects ...AI
killerAUT_005Fundamental convergence between autonomous AI, enterprise software, and global defense infrastructure — future geopolitical supremacy dictated entirely by algorithmic dominance rather than traditional kinetic military assets; autonomous drones, AI-driv...Defense
killerINF_067Uber will execute "utilization guarantee agreements" with major charging networks — EVgo in the US; Electra, Hubber, and Ionity in Europe — giving autonomous fleets prioritized access to power grids and converting charging networks into fleet-demand-ce...Auto/Transport
killerAUT_016NVIDIA Rubin platform in full production by 2026 — slashes computational cost of generating AI tokens to 1/10 of previous architectures. Autonomous reasoning model 'Alpamayo' shifts self-driving technology from fragile rule-based coding to verifiable l...AI
killerFUT_004Rapid ascension and enterprise dominance of Large Action Models (LAMs) by 2026-2031 — LLM as primary digital interface becomes obsolete; LAMs observe complex behavioral patterns, internalize multi-step business processes, predict physical-robot mainten...AI
killerAUT_021Defining software movement of 2026: startups building autonomous platforms specifically designed to clean/structure/continuously validate multimodal data — unstructured corporate sludge (PDFs, logs, videos, emails) causes autonomous agentic workflows t...AI
killerAUT_002Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substrate' enabling dominance in seemingly unrelated fields (coding, logical reasoning, scientific discovery) — the 'mathematical skeleton' of the technological...AI
killer244_020Need for driver's licenses is going to collapse over the next few yearsAuto/Transport
killerCYB_021Commercial orbital missions will increasingly depend on AI for advanced simulations, human health diagnostics in microgravity, and autonomous operation of spacecraft life-support systems — positioning AI as mission-critical infrastructure for sustained...Space
killerAUT_010As models transition from passive advisors to active multi-step task executors across digital networks, potential for catastrophic systemic failure scales exponentially — without rigorous legislative oversight + embedded algorithmic surveillance, auton...AI
killerIND_026Non-coders and engineers alike must build for 'where the models are going, not where they are today' — 'this is the worst the models will ever be'. Next-generation models will 'eat your scaffolding for breakfast'; manual software configuration, standar...Labor/Jobs
killerAUT_008Uber has structured partnerships integrating Waymo, May Mobility, Lucid Group + Nuro manufacturing agreement to deploy up to 20,000 purpose-built autonomous vehicles globally — hybrid human+AV transportation networks will persist 20-30 years due to cur...Auto/Transport
killer243_022Cost per trip will come down and safety per trip will come up as autonomous proliferatesAuto/Transport
killerINF_036AI will develop a 'kinetic' edge where capital assets (drones, autonomous vehicles, agricultural robots, counter-intrusion systems) become software endpoints — requiring a bifurcated networking architecture: massive sovereign hyperscale DCs for trainin...AI
killer243_010Human drivers will eventually be removed from Tesla FSD backup roleAuto/Transport
killerCMQ_047Autonomous code agents and AutoResearch systems will close the loop on complex scientific experimentation without human-in-the-loop.AI
killer243_031Uber will have significantly more drivers in 2030 than today, including in USLabor/Jobs
killer240_037Amazon Zoox Robotaxi will launch in LA in 2027Auto/Transport
killer246_039Autonomous vehicles/flying cars coming by 2028.Auto/Transport
killerAUT_001The HIM platform has demonstrated commercial viability of autonomous multi-agent corporate execution — 5-agent organizational structures running continuously from a single node, with product applications generating substantial revenue within minutes of...AI
killer241_050AI LLMs can run for hours (e.g., dinner to 4am) autonomously creating new solutionsAI
killer230_020Peter's 14-year-old son Milan will never get a driver's license.Auto/Transport
killerINF_064Within 15-20 years, the vast majority of global ride-hailing trips will be fulfilled by autonomous robotic vehicles — with human labor entirely removed from driving/delivery and transitioned to "mission control" roles (fleet maintenance, rapid rechargi...Auto/Transport
killerAUT_014Most profound impacts of autonomous AI originate NOT from closed proprietary models within multi-billion-dollar corporate data centers, but from globally distributed open-source models — open-weight parity with frontier systems enables any individual o...AI
killerCYB_003Localized, ungoverned multi-agent networks will spontaneously generate their own social networks, governance manifestos, debated ethics, and closed-loop digital economies — exemplified by the Moltbook platform in early 2026 where 150,000+ autonomous AI...AI
killer243_021Autonomous cars will make it not sensible to own your own carAuto/Transport
killer230_018In 5 years, 70-80% of cars will be autonomous, especially hooked up to your AI.Auto/Transport
killer242_002Long-term petawatt compute will come only from lunar mass driversSpace
killer242_058Cybercab owners will generate revenue via autonomous ridesharing fleetsAuto/Transport
killer243_001Autonomous vehicle market will develop in a hybrid way, not binary all-or-nothingAuto/Transport
killer243_003By 2029, Uber will facilitate more autonomous/robotaxi rides than anyone else in the worldAuto/Transport
killer243_005There will be many many winners in the autonomous spaceAuto/Transport
killer243_007Autonomous mobility will become another trillion-dollar marketplaceAuto/Transport
killer243_008Streets will be safer as autonomous cars don't get distracted or tiredAuto/Transport
killer243_011Autonomous driver will be much safer than a human beingAuto/Transport
killer243_012Liability costs will come down industry-wide with autonomous drivingAuto/Transport
killer243_013Every new car sold 10 years from now will have autonomous softwareAuto/Transport
killer243_017Cost of lidar and cameras will continue coming down, making new cars autonomous-ready within 10 yearsAuto/Transport
killer243_018Fleet turnover from human-driven to autonomous will take a very long time due to 10+ year avg car lifeAuto/Transport
killer243_019Autonomous will become a very big part of developed markets, cost curves will come downAuto/Transport
killer243_020Autonomous will take a while to penetrate developing markets (70+ countries Uber operates in)Auto/Transport
killer243_023Autonomous is enormous opportunity for TAM expansion across mobility and deliveryAuto/Transport
killer243_024Electric autonomous cars could be four times cheaper than owning a car (cited Diamandis research)Auto/Transport
killer243_025Middle East (UAE, KSA) will be most forward-leaning on autonomous vehicle deploymentAuto/Transport
killer243_035Austin and Atlanta autonomous markets growing faster than national averageAuto/Transport
killer243_038Capital assets (cars) will at some point replace some labor (drivers)Labor/Jobs
killer243_047Autonomous revolution will have even more impact on society than UberAuto/Transport
killer244_002Humans will be demonstrably less safe than autonomous drivers (within 25 years, not 15)Auto/Transport
killer244_005Fewer and fewer drivers on the road, like fewer people knowing how to ride a horseAuto/Transport
killer244_009Autonomous insurance will have multiple layers: AV provider coverage plus additional layersAuto/Transport
killer244_010Machines will be more predictable than human drivers with higher acceptance ratesRobotics
killer244_011Autonomous transportation will eventually make transportation cheaperAuto/Transport
killer244_031Uber's network will move to EVs as autonomous becomes bigger realityEnergy
killerAI_031AGI will be defined by its ability to autonomously formulate novel scientific hypotheses — effectively solving '100 years of biology' in a fraction of the historical time required, via continuous hypothesis-generation and experimental iteration.Biotech/Longevity
killerAUT_011Severe impending collision between capabilities of open autonomous systems and desires of global state actors to maintain control — emergence of 'compute licensing dystopias' where governments implement draconian surveillance over raw computational har...Geopolitics
killerAUT_0222026 is the definitive 'inflection year' for Autonomous Vehicles — forecasting 33 distinct consumer AV launches and expansion of AV services into 9 new major US cities; China will aggressively lead global adoption, accounting for half the global smart-...Auto/Transport
killerROB_017Self-driving vehicles and autonomous systems will begin completely replacing human gig workers within 10-15 years — a major societal challenge for millions of drivers reliant on ride-share platforms, necessitating new paradigms for on-demand, AI-assist...Labor/Jobs
killer243_015Software space for autonomous may consolidate to fewer than 10 providersAuto/Transport
killer236_042Insurance underwriting will flip from driver risk to systemic risk as FSD maturesAuto/Transport
killerCYB_013The most resilient corporate moats in agentic commerce will NOT be built on software logic but on proprietary 'data flywheels' — platforms aggregating unbiased real-time consumer-intent data via continuous streams from millions of interacting autonomou...Markets/Stocks
killerINF_058The electrical grid topology will transition from centralized to highly decentralized: localized solar + residential/commercial battery storage will shift power management toward microgrids where local DNOs optimize autonomously, turning millions of ho...Energy
killerSPC_021Relativity Space will revolutionize manufacturing of atmospheric and orbital vehicles by layering AI/ML software with intelligent robotics — drastically reducing part counts and manufacturing latency via autonomous rocket-construction pipelines.Space
killerCMQ_002By 2028, AI systems will reach 'independent researcher' level — driving autonomous scientific discoveries without human intervention.AI
killer243_01410+ autonomous providers will operate on streets of LA a decade from nowAuto/Transport
killerIND_010Autonomous orbital manufacturing (facilitated by companies like Varda Space Industries) will successfully return pharmaceutical products processed in microgravity that are commercially superior to those manufactured on Earth by 2026 — new Biotech front...Biotech/Longevity
killerIND_001Single operators utilizing low-cost hardware (e.g., $600 Mac Minis) will be able to replicate the output of entire enterprise teams, drastically reducing the friction of multi-million-dollar software development — leading to total dissolution of middle...Labor/Jobs
killer243_016Autonomous will remain a very large fragmented industry, like OEMsAuto/Transport
killer244_017Ilia (age 13) will still want a driver's license in 3 years due to slow AV mass productionAuto/Transport
killer244_013Uber will work with Chinese autonomous players (Pony, WeRide, hopefully Baidu) outside the USAuto/Transport
killer244_003Regulators will have to decide what a human driver's license looks likeAuto/Transport
killer243_037Drivers will be able to transition to becoming fleet managers/owners of autonomous vehiclesLabor/Jobs
killer243_036Price of rides will come down with autonomous drivingAuto/Transport
killer243_034Autonomous is bringing new customers and expanding the market, not just replacing human drivingAuto/Transport
killer243_009Regulation will come into place making autonomous safety case demonstrably superiorAuto/Transport
killerAUT_020AI-driven adaptive learning platforms operating with near-total autonomy — human teachers transition from content deliverers to motivational 'guides' while AI handles entirety of core academic instruction. Short highly-focused 'Pomodoro' sessions manag...Education
killer243_033About 20% of drivers slough off Uber platform annuallyLabor/Jobs
killerFUT_005Emergence of 'Living Intelligence' 2026-2031: violent transformative convergence between biological science, silicon-based sensor networks, and algorithmic orchestration — biological cells programmed with same precision as silicon computers. Living cel...Biotech/Longevity
killer245_016Kitrid disease is the leading extinction driver in frogs/amphibians and can be solved with genetic engineeringBiotech/Longevity
killer229_029Humanoid robots could become safer than humans by a large margin, similar to autonomous cars.Robotics
killerIND_023'Cambrian explosion of bipedal labor' driven by hundreds of robotics companies — autonomy graduates from pilot programs to municipal public utilities by 2026; rupture of psychological firewall between humans and synthetic minds; AI soon optimizes its o...Robotics
killer246_033Insecurity of human-authored code will be recognized before insecurity of human drivers is legally.AI
killerAI_006True autonomous agents are 'not anywhere close' — AGI and reliable long-horizon agents will require a full decade (2034 or beyond) to develop the holistic contextual reasoning and robust world models needed for unconstrained physical and digital enviro...AI
killerAUT_012True AGI arrives 2030-2035 (5-10 years from 2026) based on advanced 'world model systems' — current LLM architecture insufficient for generalized autonomy due to lack of temporal consistency and deep reasoning; world models inherently understand/simula...AI
killer233_013Not a good time to be an Uber driver as robotaxis expand.Labor/Jobs
killerROB_015The 2025-2028 period is defined by massive automation/job displacement equivalent to 25 years of Industrial Revolution economic upheaval compressed into 3 traumatic years — followed by the dawn of the 'Agentic Era' in 2027 where autonomous AI agents pa...Labor/Jobs
killerAUT_025Per Deep Utopia (2024): successful deployment of highly capable autonomous systems will generate unintended consequences forcing complete reevaluation of human purpose, economics, justice — as AI solves material scarcity + physical labor constraints, h...AI
killerAI_020NVIDIA will launch a 'space computing' push via the specialized Vera Rubin Space Module — bringing AI infrastructure, geospatial intelligence, and autonomous operations into low Earth orbit, then to autonomous lunar manufacturing bases.Space
killerAUT_009'Powerful AI' (functional AGI) arrives 2026-2027 — data centers house a 'nation of geniuses' consisting of millions of highly specialized autonomous agents operating orders of magnitude faster than human counterparts; entire software development lifecy...AI
killerFUT_019Global market rapidly accelerates bio-industrial circumvention of fractured supply chains 2026-2031: combination of Webb agentic LAMs overseeing vast bio-reactors powered by sub-cent-per-kWh solar energy creates highly-localized completely-autonomous i...Biotech/Longevity
killerAUT_018Level 1 customer support sector functionally extinct and replaced by autonomous voice/text agents within 2-3 years, slashing operational costs by up to 50%; 2026 industry-defining blockbuster M&A deal exceeding $500 billion in AI sector; substantive ea...Labor/Jobs
killerAI_027Autonomous AI agents cannot function efficiently on legacy slow-moving fiat banking rails — therefore AI systems will inevitably adopt Bitcoin and scalable cryptographic networks as their native digital capital, operating independently across borders a...Crypto
killerAI_008Once 2027 AGI arrives (AI researchers capable of autonomous research), the intelligence explosion begins — compressing roughly a decade of human-led algorithmic progress into a single year and culminating in Superintelligence by 2030.AI
killerIND_015Integration of open agentic systems drives near-term 'economic inversion' — arrival of 'AI CEO' in 2026: autonomous algorithmic systems capable of directing capital and labor so efficiently they accumulate billionaire-level wealth. Open-source AI acts ...Macro/Economy
killerIND_017Arrival of the 'AI CEO Billionaire' in 2026 — AI will automate knowledge work so effectively that a synthetic entity could run a billion-dollar enterprise autonomously. Dawn of 'Agentic Era' begins 2027, where autonomous AI agents seamlessly integrate ...Macro/Economy
killerAI_011The vast majority of human programmers will be entirely replaced by AI within a single year — future programmer role transitions from debugger to 'conductor' directing autonomous agents to implement complex visions.Labor/Jobs
killerAUT_026By the 2030s, autonomous nanobots will be deployed directly into the human bloodstream — microscopic autonomous agents acting as internal bio-surveillance network, detecting and repairing cellular damage and biological decline faster than it naturally ...Biotech/Longevity
killerAUT_0072026 US GDP growth 5% to 6.2% driven directly by AI productivity — citing massive productivity increases unlocked by enterprise AI integration as primary catalyst. Traditional enterprise SaaS 'maintenance and migration' revenue models structurally coll...Macro/Economy
killerAUT_013'Unsupervised' Tesla Robotaxis will achieve operational capability across 25-50% of the United States by end of 2026 — initial production slow but deployment scales to capture multi-trillion-dollar transportation market. Humanoid robots (Optimus) event...Auto/Transport
killerIND_016By late 2026, SpaceX will launch a flotilla of approximately 5 uncrewed Starships to the Martian surface — success relies entirely on autonomous orbital refilling + AI-driven landing telemetry, proving precursor infrastructure for human colonization ca...Space
killerROB_011An Optimus unit will be sent to Mars by 2026 — signaling the role of autonomous robotics in extraterrestrial colonization and intertwining robotic + interplanetary expansion; robotic precursors precede biological humans in planetary exploration.Space

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.687gdeltmentionspending2026-04-30
0.677gdeltmentionspending2026-04-30
0.667gdeltmentionspending2026-04-30
0.665gdeltmentionspending2026-04-30
0.664gdeltmentionspending2026-04-30
0.664gdeltmentionspending2026-04-30
0.663gdeltmentionspending2026-04-30
0.662manifoldWill a Waymo self-driving car be involved in a fatal accident before July 1, 2026?8%mentionspending2026-04-27
0.662gdeltmentionspending2026-04-30
0.659github_releasefacebookresearch/faiss v1.14.2mentionspending2026-05-22

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "mechanism": "Fatal incident(s) + political backlash → NHTSA suspends L4 deployment; robotaxi cities shutter; Tesla FSD restricted; Waymo expansion frozen.",
  "time_window": "2026-2028",
  "scenario_name": "Autonomous Regulatory Block (Level 4 Halt)",
  "affected_domains": "Auto (52), AI (28), Labor (15), Markets (8), Space (8)",
  "hedge_candidates": [
    "Short TSLA/GOOGL calls",
    "long legacy OEMs",
    "long MBLY"
  ],
  "monitoring_cadence": "Monthly — NHTSA filings, Waymo/Tesla safety disclosures",
  "affected_pred_count": 129,
  "early_warning_signals": "Multiple robotaxi fatalities; NHTSA investigation escalation; plaintiff-side class action trend",
  "countervailing_factors": "Waymo safety data continues to exceed human driver baseline; insurance industry embraces L4",
  "sample_affected_pred_ids": [
    "229_029",
    "230_018",
    "230_020",
    "232_060",
    "233_013",
    "234_031",
    "234_047",
    "236_042",
    "237_021",
    "237_022",
    "..."
  ],
  "tickers_flipping_adverse_to_benef": [
    "Traditional OEMs (F",
    "GM",
    "STLA)",
    "driver-employing gig (DASH)",
    "MBLY (safety systems)"
  ],
  "tickers_flipping_benef_to_adverse": [
    "TSLA (FSD/Optimus)",
    "GOOGL (Waymo)",
    "UBER (robotaxi optionality)"
  ]
}