China-Taiwan Military Conflict
Prediction text
Kinetic conflict or blockade disrupts global supply chains, TSMC offline, semis/AI/EV paralyzed; US response may include tariffs or troops.
Predictor calibration
This node has no predictor assigned. Default κ=0.5 applies to any intake evidence about it.
Reference class
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Probability over time
Milestone chain
No milestone chain derived yet. Run scripts/ops/derive_milestones.py to populate from prereq edges + window checkpoints.
What if this resolves?
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
No probability history yet. The first evidence will arrive via /api/intake or the daily milestone sweep / weekly LBP run.
Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
No incoming edges.
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| killer | 244_019 Peter's son won't need a driver's license in 2 years — Peter Diamandis | 48.4% | 0.050 | 0.920 | +0.366 |
| killer | 230_020 Peter's 14-year-old son Milan will never get a driver's lice — Peter Diamandis | 34.7% | 0.050 | 0.650 | +0.255 |
| killer | 246_007 SpaceX road show will begin in June 2026. — Peter Diamandis | 35.1% | 0.050 | 0.650 | +0.251 |
| killer | INF_004 China has massive latent 'ghost data center' capacity — full — Jensen Huang | 38.9% | 0.050 | 0.680 | +0.241 |
| killer | IND_023 'Cambrian explosion of bipedal labor' driven by hundreds of — Alex Wissner-Gross | 22.0% | 0.050 | 0.480 | +0.225 |
Prerequisites (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No prerequisites | ||||
Dependents (217)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| killer | SPC_014 | Starlink 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 | — |
| killer | SPC_006 | Starlink exceeded 10 million active global subscribers by February 2026, generating estimated annual revenues exceeding $20 billion — internal cash flow essentially eliminates SpaceX's requirement for public market capital and funds high-risk developme... | Space | — |
| killer | CYB_018 | Figure AI valuation has eclipsed $39 billion by early 2026 — surpassing SpaceX's 2020 valuation — backed by concentrated collective capital of the AI hardware-software industry (Microsoft, NVIDIA, OpenAI), signaling industry-wide belief that humanoid r... | Robotics | — |
| killer | SPC_031 | SpaceX's reusability program has driven the cost per kilogram to Low Earth Orbit from $15,600 in 2008 to under $1,000 today — a >15x reduction in <20 years, transforming space access economics and enabling the simultaneous hyper-deflation of launch cos... | Space | — |
| killer | SPC_008 | SpaceX milestone-delivery statistics: 16% on-time, 31% late, 53% undelivered overall — planetary milestones exhibit 0% on-time record (every dated Mars prediction since 2011 missed). Industry heuristic: multiply rocket/capsule engineering announced tim... | Space | — |
| killer | AUT_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 | — |
| killer | 229_028 | Figure will NOT license out its neural net or hardware IP to third-party form-factor builders. | Robotics | — |
| killer | CYB_015 | The 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 | — |
| killer | 244_019 | Peter's son won't need a driver's license in 2 years | Auto/Transport | — |
| killer | 246_001 | SpaceX will IPO at $2 trillion valuation, raising $75 billion as largest IPO in history. | Markets/Stocks | — |
| killer | 241_006 | Everyone is out of hardware and electricity due to AI boom | AI | — |
| killer | ROB_016 | Block 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 | — |
| killer | 240_027 | SpaceX and xAI will merge and go public in the next couple of months | Markets/Stocks | — |
| killer | 248_003 | SpaceX plans to launch 40,000 V3 Starlink satellites and then 120,000 V4 satellites. | Space | — |
| killer | 242_015 | Full autonomy achieved within 2 years before Salim's son gets driver's license | Auto/Transport | — |
| killer | 248_005 | V3 Starlink satellites will deliver over 1 TB/s downlink and 200+ Gbps uplink each. | Space | — |
| killer | SEM_029 | Blackwell RTX PRO 5000 (72GB) engineered with 50% memory boost over previous generation — deliberate architectural concession for larger AI training. | Semis/Products | — |
| killer | 243_002 | Uber will be in 15 cities with autonomous partners by end of 2026 | Auto/Transport | — |
| killer | 232_021 | No chance AI will be paused in the next three years given current administration and China competition. | Geopolitics | — |
| killer | SPC_004 | Rocket Lab USA (RKLB) will leverage its dominance in the small-to-medium launch market — 2025 revenue $602M (+38% YoY), market cap nearing $49B by early 2026 — as a key beneficiary of the SpaceX-ecosystem repricing wave. | Markets/Stocks | — |
| killer | CYB_009 | Hardware-software alignment will force widespread foundational-codebase rewrites — exemplified by Midjourney's strategic migration from Google TPU architecture to native GPU framework, enabling hyper-fast personalization, HD generation, and massive par... | AI | — |
| killer | INF_015 | Power Usage Effectiveness (PUE) and Water Usage Effectiveness (WUE) will transition from secondary facility metrics to the top operational KPIs for DC operators — mandating liquid-to-chip and two-phase immersion cooling as default hardware. | Energy | — |
| killer | INF_039 | Consumer-facing AI hardware shortages will worsen: high-Unified-Memory Apple Mac Studio lead times now range 6 days to 6 weeks (up to ~54 days) because data centers are absorbing the world's HBM and memory supply — DRAM market transitioning to hourly v... | Consumer | — |
| killer | SEM_003 | Fierce zero-sum scramble will saturate every available long-term power contract and voltage transformer through rest of decade. | Energy/Compute | — |
| killer | SEM_024 | Memory stocks are THE primary beneficiary of the semiconductor growth cycle extending into 2026 ('Memory Wall' dominant constraint). | Semis/Markets | — |
| killer | CYB_029 | Corporate 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 | — |
| killer | SEM_013 | Every nation needs to build advanced chip manufacturing capability — sovereign semiconductor production is existential. | Policy/Semis | — |
| killer | INF_037 | An all-out AI arms race between the US and China is inevitable — reaching superintelligence first provides a decisive unassailable economic and military advantage, analogous to early nuclear primacy. | Geopolitics | — |
| killer | ROB_012 | The ultimate bottleneck for global robotics deployment is NOT software architecture but physical GPU hardware — nearly all advanced AI chips are manufactured in Taiwan; the entire trajectory of global automation and the timeline to the singularity is p... | Semis | — |
| killer | ROB_026 | Autonomous 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 | — |
| killer | SPC_015 | AI 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 | — |
| killer | SEM_031 | AI boom will cause severe cascading shortages in memory and GPUs — violently driving hardware prices up across enterprise and consumer segments. | Semis/Hardware | — |
| killer | CYB_025 | The 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 | — |
| killer | ROB_021 | The United States is locked in a fierce physical engineering race with China — China operates with 'incredible speed at massive scale' in hardware-heavy sectors (advanced batteries, high-speed rail, commercial robotics); failure to digitize the industr... | Geopolitics | — |
| killer | INF_026 | 'Software 3.0' LLM infrastructure will operate like public utilities — requiring massive upfront capex (training compute, specialized hardware), specialized networking protocols for synchrony across hundreds of thousands of GPUs, and flawless uninterru... | AI | — |
| killer | SEM_017 | TSMC will produce over 10M wafers/month total in 2026, including ~100K/mo at 2nm and ~200K/mo at 3nm. | Semis | — |
| killer | CMQ_058 | Localized hardware setups (multiple Apple Mac Studios, dedicated 'AI Max 300' silicon) will allow developers to run powerful inference workloads directly on-premises — reducing cloud dependency. | AI/Compute | — |
| killer | AUT_019 | Weil'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 | — |
| killer | SPC_025 | Critical 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 | — |
| killer | AUT_015 | Complete 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 | — |
| killer | ROB_022 | Maintaining 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 | — |
| killer | CYB_022 | Supply-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 | — |
| killer | INF_013 | Natural gas will meet approximately 20% of the world's new power needs outside China through the late 2020s — serving as the deployable stopgap while small modular reactors, fuel cells, and battery arrays come online for hyperscaler 'Bring Your Own Pow... | Energy | — |
| killer | AUT_005 | Fundamental 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 | — |
| killer | SPC_019 | Aerospace-sector manufacturing base is being aggressively reoriented away from China — reflecting a new 'metageography of development' where national actors secure critical aerospace supply chains (tungsten, copper, rare earths) via political borders a... | Geopolitics | — |
| killer | AI_017 | NVIDIA 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 | — |
| killer | FUT_023 | 'Demographic bifurcation' 2026-2031: widening divides in size, growth, and structure of populations globally — creates extreme socioeconomic friction between aging wealthy nations (US, EU, Japan, Korea, China) and younger resource-starved regions (Afri... | Geopolitics | — |
| killer | SEM_015 | Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans. | Policy/Semis | — |
| killer | FUT_004 | Rapid 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 | — |
| killer | INF_067 | Uber 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 | — |
| killer | AUT_021 | Defining 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 | — |
| killer | AUT_016 | NVIDIA 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 | — |
| killer | SPC_018 | Five North America-linked miners — MP Materials, Almonty Industries, Freeport-McMoRan, Alcoa, Teck Resources — are critical dependencies for the emerging space hardware supply chain: copper (regenerative cooling channels, Raptor/BE-4 pressure scaling),... | Markets/Stocks | — |
| killer | CMQ_062 | Physicists are successfully demonstrating quantum interference with increasingly larger physical masses — rapid quantum-hardware advancement. | Quantum | — |
| killer | SEM_028 | Main characters for semi institutional portfolios: Nvidia, Broadcom, and high-growth connectivity firms like Astera Labs. | Capital Markets | — |
| killer | AUT_010 | As 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 | — |
| killer | SPC_027 | A 'trillion-dollar agent economy' driven by hyper-deflation of intelligence — AI intelligence becoming 100x cheaper every two years; in aerospace this enables mission planning, orbital trajectory calculation, and CAD modeling to be executed autonomousl... | AI | — |
| killer | AUT_002 | Models 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 | — |
| killer | ROB_023 | SpaceX expects approximately 140-145 Falcon 9 launches in 2026 — maintaining the infrastructural backbone required to deploy advanced AI systems into orbit; SpaceX aims to place AI directly on the Moon by 2026. | Space | — |
| killer | 246_008 | Elon Musk will merge SpaceX and XAI (with Tesla) within a year (Peter's view). | Markets/Stocks | — |
| killer | 244_020 | Need for driver's licenses is going to collapse over the next few years | Auto/Transport | — |
| killer | SEM_019 | Samsung will produce 150,000 wafers/month in sub-7nm processes by 2026, serving as critical secondary Western supplier. | Semis | — |
| killer | IND_011 | 2024-2026 window represents 'AI's iPhone moment' — tech ecosystem moves rapidly beyond simple chatbots to living autonomous AI agents; this shift fundamentally breaks traditional SaaS business model, transitioning economy toward outcome-based pricing r... | Macro/Economy | — |
| killer | CYB_021 | Commercial 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 | — |
| killer | ROB_019 | The rise of the 'Electro-Industrial Stack' — AI moving out of the browser and into the physical economy, turning traditional hardware engineering into deeply integrated software-driven systems; relies on robot learning, autonomous science, and new inte... | Macro/Economy | — |
| killer | IND_026 | Non-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 | — |
| killer | AUT_008 | Uber 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 | — |
| killer | INF_004 | China has massive latent 'ghost data center' capacity — fully powered facilities sitting empty awaiting compute — such that if export controls relax or are bypassed, China has near-immediate physical capacity to train frontier models equivalent to Anth... | Geopolitics | — |
| killer | 236_048 | Dropping birth rate not just China but Japan all-time low, South Korea, much of world | Macro/Economy | — |
| killer | 243_022 | Cost per trip will come down and safety per trip will come up as autonomous proliferates | Auto/Transport | — |
| killer | 246_039 | Autonomous vehicles/flying cars coming by 2028. | Auto/Transport | — |
| killer | 243_031 | Uber will have significantly more drivers in 2030 than today, including in US | Labor/Jobs | — |
| killer | 230_020 | Peter's 14-year-old son Milan will never get a driver's license. | Auto/Transport | — |
| killer | AUT_001 | The 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 | — |
| killer | INF_036 | AI 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 | — |
| killer | 231_035 | SpaceX/Elon will consume all their launch capacity for Starlink, leaving other providers constrained. | Space | — |
| killer | INF_064 | Within 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 | — |
| killer | 248_004 | Launching 40,000 V3 Starlinks requires only 3 Starship launches per week over 3 years. | Space | — |
| killer | 241_050 | AI LLMs can run for hours (e.g., dinner to 4am) autonomously creating new solutions | AI | — |
| killer | 246_007 | SpaceX road show will begin in June 2026. | Markets/Stocks | — |
| killer | CMQ_047 | Autonomous code agents and AutoResearch systems will close the loop on complex scientific experimentation without human-in-the-loop. | AI | — |
| killer | SEM_018 | SMIC (China) projected at only 100,000 wafers/month of advanced-process capacity by 2026 — severe constraint forcing algorithmic bypasses. | Semis | — |
| killer | 246_004 | SpaceX will come out at $2T and run up very quickly to $3T. | Markets/Stocks | — |
| killer | 246_002 | SpaceX 2026 revenue will double to $20 billion (from $16B in 2025). | Markets/Stocks | — |
| killer | SEM_033 | AI is gaining the capability to autonomously conduct original physics research (e.g., GPT-5.2 Pro proved new gluon scattering formulas). | AI/Physics | — |
| killer | 243_010 | Human drivers will eventually be removed from Tesla FSD backup role | Auto/Transport | — |
| killer | 231_037 | Dyson swarm launchers will not be a SpaceX singleton; many orgs will launch their own. | Space | — |
| killer | CYB_003 | Localized, 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 | — |
| killer | AUT_014 | Most 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 | — |
| killer | 243_047 | Autonomous revolution will have even more impact on society than Uber | Auto/Transport | — |
| killer | 230_018 | In 5 years, 70-80% of cars will be autonomous, especially hooked up to your AI. | Auto/Transport | — |
| killer | 232_051 | Amazon's satellite construction outpaces launch capacity; duopoly between Starlink and Amazon LEO. | Space | — |
| killer | 234_015 | Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months | Markets/Stocks | — |
| killer | 238_048 | US must find 100 GW of new power or lose AI race to China (cited from Eric Schmidt) | Geopolitics | — |
| killer | 240_050 | US will pass law like China requiring retraining when AI automates a job | Labor/Jobs | — |
| killer | 241_020 | 1 GW of power = ~$50 billion in hardware/software/data centers | Energy | — |
| killer | 241_027 | China will win low-end robotic hardware race | Robotics | — |
| killer | 241_028 | US losing electric vehicle industry to China was an error that will repeat in robotics unless addressed | Geopolitics | — |
| killer | 242_002 | Long-term petawatt compute will come only from lunar mass drivers | Space | — |
| killer | 242_005 | Starship launch cadence will reach one every 5.3 minutes (274/day) | Space | — |
| killer | 242_021 | Autonomous ride costs will drop 10x vs today | Auto/Transport | — |
| killer | 242_026 | Rocket point-to-point travel will win over hyperloop due to Starship launch cadence | Auto/Transport | — |
| killer | 242_058 | Cybercab owners will generate revenue via autonomous ridesharing fleets | Auto/Transport | — |
| killer | 243_001 | Autonomous vehicle market will develop in a hybrid way, not binary all-or-nothing | Auto/Transport | — |
| killer | 243_003 | By 2029, Uber will facilitate more autonomous/robotaxi rides than anyone else in the world | Auto/Transport | — |
| killer | 243_005 | There will be many many winners in the autonomous space | Auto/Transport | — |
| killer | 243_006 | Autonomous fleets will move to asset-light model with financial owners like Blackstone owning fleets | Auto/Transport | — |
| killer | 243_007 | Autonomous mobility will become another trillion-dollar marketplace | Auto/Transport | — |
| killer | 243_008 | Streets will be safer as autonomous cars don't get distracted or tired | Auto/Transport | — |
| killer | 243_011 | Autonomous driver will be much safer than a human being | Auto/Transport | — |
| killer | 243_012 | Liability costs will come down industry-wide with autonomous driving | Auto/Transport | — |
| killer | 243_013 | Every new car sold 10 years from now will have autonomous software | Auto/Transport | — |
| killer | 243_017 | Cost of lidar and cameras will continue coming down, making new cars autonomous-ready within 10 years | Auto/Transport | — |
| killer | 243_018 | Fleet turnover from human-driven to autonomous will take a very long time due to 10+ year avg car life | Auto/Transport | — |
| killer | 243_019 | Autonomous will become a very big part of developed markets, cost curves will come down | Auto/Transport | — |
| killer | 243_020 | Autonomous will take a while to penetrate developing markets (70+ countries Uber operates in) | Auto/Transport | — |
| killer | 243_021 | Autonomous cars will make it not sensible to own your own car | Auto/Transport | — |
| killer | 243_023 | Autonomous is enormous opportunity for TAM expansion across mobility and delivery | Auto/Transport | — |
| killer | 243_024 | Electric autonomous cars could be four times cheaper than owning a car (cited Diamandis research) | Auto/Transport | — |
| killer | 243_025 | Middle East (UAE, KSA) will be most forward-leaning on autonomous vehicle deployment | Auto/Transport | — |
| killer | 243_035 | Austin and Atlanta autonomous markets growing faster than national average | Auto/Transport | — |
| killer | 243_038 | Capital assets (cars) will at some point replace some labor (drivers) | Labor/Jobs | — |
| killer | 244_002 | Humans will be demonstrably less safe than autonomous drivers (within 25 years, not 15) | Auto/Transport | — |
| killer | 244_005 | Fewer and fewer drivers on the road, like fewer people knowing how to ride a horse | Auto/Transport | — |
| killer | 244_009 | Autonomous insurance will have multiple layers: AV provider coverage plus additional layers | Auto/Transport | — |
| killer | 244_010 | Machines will be more predictable than human drivers with higher acceptance rates | Robotics | — |
| killer | 244_011 | Autonomous transportation will eventually make transportation cheaper | Auto/Transport | — |
| killer | 244_031 | Uber's network will move to EVs as autonomous becomes bigger reality | Energy | — |
| killer | 246_010 | SpaceX/XAI/Tesla will be the first $100 trillion company within 5 years. | Markets/Stocks | — |
| killer | SEM_043 | SpaceX is actively exploring deployment of data centers in space — seeking regulatory permission immediately as rivals investigate orbital compute. | Space/Compute | — |
| killer | AI_031 | AGI 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 | — |
| killer | AUT_011 | Severe 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 | — |
| killer | ROB_017 | Self-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 | — |
| killer | AUT_022 | 2026 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 | — |
| killer | 243_009 | Regulation will come into place making autonomous safety case demonstrably superior | Auto/Transport | — |
| killer | 229_008 | By end of 2026, Figure's robot hardware will be capable of performing what surgeons can do (teleoperated). | Biotech/Longevity | — |
| killer | 229_027 | Figure's only serious competitive threat for humanoids is China; no US/Western player registers today. | Geopolitics | — |
| killer | IND_010 | Autonomous 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 | — |
| killer | IND_001 | Single 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 | — |
| killer | INF_058 | The 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 | — |
| killer | AUT_020 | AI-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 | — |
| killer | 232_020 | Real danger that US slows AI enough to fall behind China, losing control over societal outcomes. | Geopolitics | — |
| killer | 232_034 | Apple owning an open-weight LLM hosting strategy would be the single best product strategy for their hardware. | AI | — |
| killer | 232_060 | We'll see exponential growth of AI multis (agents) autonomously self-replicating, using crypto. | AI | — |
| killer | 235_016 | SpaceX IPO anticipated potentially as early as next month (April 2026). | Space | — |
| killer | CMQ_002 | By 2028, AI systems will reach 'independent researcher' level — driving autonomous scientific discoveries without human intervention. | AI | — |
| killer | 236_042 | Insurance underwriting will flip from driver risk to systemic risk as FSD matures | Auto/Transport | — |
| killer | 238_019 | Jevons Paradox will keep demand for human drivers in non-autonomous areas even as cars are automated | Labor/Jobs | — |
| killer | 241_033 | Few frontier AI companies will be in China | AI | — |
| killer | FUT_005 | Emergence 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 | — |
| killer | CYB_013 | The 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 | — |
| killer | 244_017 | Ilia (age 13) will still want a driver's license in 3 years due to slow AV mass production | Auto/Transport | — |
| killer | 244_013 | Uber will work with Chinese autonomous players (Pony, WeRide, hopefully Baidu) outside the US | Auto/Transport | — |
| killer | 244_003 | Regulators will have to decide what a human driver's license looks like | Auto/Transport | — |
| killer | 243_037 | Drivers will be able to transition to becoming fleet managers/owners of autonomous vehicles | Labor/Jobs | — |
| killer | 243_036 | Price of rides will come down with autonomous driving | Auto/Transport | — |
| killer | 243_034 | Autonomous is bringing new customers and expanding the market, not just replacing human driving | Auto/Transport | — |
| killer | SPC_002 | A SpaceX public-market liquidity event will reach a $1.5 trillion to $2 trillion valuation target — with roughly one-third defensible solely on proven Starlink + launch cash flow, and remaining two-thirds resting on speculative programs (Starship V3, o... | Markets/Stocks | — |
| killer | 243_033 | About 20% of drivers slough off Uber platform annually | Labor/Jobs | — |
| killer | 243_016 | Autonomous will remain a very large fragmented industry, like OEMs | Auto/Transport | — |
| killer | 241_061 | China robots will compete as replacement for dogs / low-cost consumer use (now; useful later) | Robotics | — |
| killer | 243_015 | Software space for autonomous may consolidate to fewer than 10 providers | Auto/Transport | — |
| killer | 242_037 | China will land on the moon before end of 2030 | Space | — |
| killer | SPC_021 | Relativity 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 | — |
| killer | 243_014 | 10+ autonomous providers will operate on streets of LA a decade from now | Auto/Transport | — |
| killer | 246_020 | China will land on moon by 2030 (credible competitive mission). | Geopolitics | — |
| killer | 246_015 | Elon will launch Starship toward Mars this year (2026, cited from Elon). | Space | — |
| killer | 245_016 | Kitrid disease is the leading extinction driver in frogs/amphibians and can be solved with genetic engineering | Biotech/Longevity | — |
| killer | 242_007 | Prediction markets favor $2T+ SpaceX IPO pricing in Terafab value | Markets/Stocks | — |
| killer | 241_042 | Post-tragedy, global leaders (US, China) will convene on AI governance | Geopolitics | — |
| killer | 237_022 | Alex Finn plans to build an autonomous closed-loop organization where agents research, validate, code and deploy value on the web in coming years. | AI | — |
| killer | 237_021 | Alex Finn will eventually give his AI agents crypto wallets once they can generate business autonomously. | Crypto | — |
| killer | 234_047 | Agents will pervade verticals like journalism, law and finance as autonomous 24/7 services | AI | — |
| killer | 234_040 | Elon predicts FSD and Starlink may reverse urbanization in America | Real Estate | — |
| killer | 234_001 | India will be the next giant on the rise while China is on the decline | Geopolitics | — |
| killer | 232_046 | SpaceX will build a system that allows anyone to travel to moon and Mars after Starship V3 flies repeatedly. | Space | — |
| killer | 232_045 | Tesla and SpaceX each aim to generate 100 gigawatts of solar per year. | Energy | — |
| killer | 229_004 | By summer 2026, Figure will have almost none of its supply chain in China. | Geopolitics | — |
| killer | 232_012 | US-China AI situation about to get more complicated regarding open source models and secrets. | Geopolitics | — |
| killer | 231_032 | Everyone (China included) will want their own Dyson swarms/Saturnian rings in solar-synchronous orbit. | Space | — |
| killer | 231_010 | China has peaked and is going to be on descent. | Geopolitics | — |
| killer | 229_029 | Humanoid robots could become safer than humans by a large margin, similar to autonomous cars. | Robotics | — |
| killer | IND_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 | — |
| killer | INF_008 | Leading AI model intelligence has been improving by roughly 2.5 IQ points per month since May 2024 — a sustained compounding rate that rapidly surpasses human-level baselines and mandates continuous hardware refresh cycles. | AI | — |
| killer | AUT_012 | True 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 | — |
| killer | AI_006 | True 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 | — |
| killer | 246_033 | Insecurity of human-authored code will be recognized before insecurity of human drivers is legally. | AI | — |
| killer | 246_054 | Blue Origin gearing up to be first-tier competitor with SpaceX for moon missions. | Space | — |
| killer | 242_038 | Humans will land on the moon again in 2-3 years via Starship | Space | — |
| killer | 248_001 | Apple will soon pit Amazon (Global Star) against SpaceX Starlink as dual satellite vendors. | Space | — |
| killer | 246_009 | SpaceX and Tesla will NOT merge absent financial distress or capital need. | Markets/Stocks | — |
| killer | 240_030 | Tesla's independent chip production would derisk potential Chinese invasion of Taiwan | Geopolitics | — |
| killer | 248_014 | If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip. | AI | — |
| killer | ROB_015 | The 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 | — |
| killer | AUT_025 | Per 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 | — |
| killer | SPC_012 | SpaceX will perfect orbital refueling architectures by 2027 — the critical prerequisite for future Mars missions, enabling Starship depot-based beyond-LEO operations. | Space | — |
| killer | SEM_044 | Blue Origin will land cargo at Shackleton Crater before SpaceX — validating lunar economy and resource extraction as immediate commercial priority. | Space | — |
| killer | AI_020 | NVIDIA 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 | — |
| killer | FUT_019 | Global 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 | — |
| killer | SPC_009 | Formal 5-to-7-year delay announced February 2026 for SpaceX's foundational Mars missions — framed as 'sequencing decision' not abandonment. Executing NASA Artemis lunar contracts generates near-term revenue to finance Starship R&D. Shotwell's prior Mar... | Space | — |
| killer | AUT_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 | — |
| killer | SEM_009 | The AI boom rooted in semiconductor hardware will generate the world's first individual trillionaire (2026+). | Economy | — |
| killer | AUT_018 | Level 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 | — |
| killer | INF_018 | SpaceX will pursue orbital data-center megaconstellations — leveraging 24/7 solar, near-absolute-zero vacuum for passive cooling, and eliminating freshwater consumption constraints of terrestrial facilities. | Space | — |
| killer | INF_020 | In-orbit data-center market will reach approximately $1.77 billion by 2029 and grow to approximately $39.1 billion by 2035 — a 67.4% CAGR driven by Starship economics, radiation-hardened TPU hardware, and mega-constellation filings. | Space | — |
| killer | AI_027 | Autonomous 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 | — |
| killer | SEM_016 | Huawei will emerge as the unexpected victor in the 2026 chip war — not via immediate capacity but via forced supply-chain resilience. | Semis/Geopolitics | — |
| killer | FUT_008 | China ceases to exist as functional unified economic superpower within next 10 years — terminal horizon ~2036 with severe undeniable systemic degradation fully visible 2026-2031. Unique-compromised demographic pyramid (One-Child Policy + fastest urbani... | Geopolitics | — |
| killer | AI_008 | Once 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 | — |
| killer | IND_015 | Integration 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 | — |
| killer | IND_017 | Arrival 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 | — |
| killer | AI_011 | The 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 | — |
| killer | AUT_007 | 2026 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 | — |
| killer | AUT_026 | By 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 | — |
| killer | SPC_007 | SpaceX will NOT pursue a traditional IPO — instead, the aerospace company will go public via a reverse merger with Tesla, allowing Musk to consolidate control and power over his two seminal assets into a single capitalization table. | Markets/Stocks | — |
| killer | IND_016 | By 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 | — |
| killer | ROB_011 | An 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)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.668 | polymarket | Will China blockade Taiwan by June 30? | 2% | mentions | pending | 2025-09-19 |
| 0.632 | gdelt | — | mentions | pending | 2026-04-30 | |
| 0.630 | polymarket | US strike on Cuba by December 31? | 40% | mentions | pending | 2026-01-04 |
| 0.630 | polymarket | Will the Iran ceasefire continue through May 24? | 100% | mentions | pending | 2026-05-20 |
| 0.629 | polymarket | Will China invade Taiwan by end of 2026? | 7% | mentions | pending | 2025-07-24 |
| 0.625 | arxiv | A Mathematical Conflict Framework for Contextual Data Modulation | — | mentions | pending | 2026-06-01 |
| 0.624 | gdelt | — | mentions | pending | 2026-04-30 | |
| 0.619 | polymarket | Will China invade Taiwan by June 30, 2026? | 2% | mentions | pending | 2025-12-17 |
| 0.617 | polymarket | Will China invade Taiwan by September 30, 2026? | 3% | mentions | pending | 2026-03-17 |
| 0.614 | polymarket | NATO x Russia military clash by December 31, 2026? | 22% | mentions | pending | 2026-01-02 |
Raw metadata
{
"mechanism": "Kinetic conflict or blockade disrupts global supply chains, TSMC offline, semis/AI/EV paralyzed; US response may include tariffs or troops.",
"time_window": "2026-2030",
"scenario_name": "China-Taiwan Military Conflict",
"affected_domains": "Auto (49), AI (37), Space (33), Markets (26), Geopolitics (24)",
"hedge_candidates": [
"Long LMT/RTX/PLTR",
"gold",
"short TSM",
"NVDA",
"AAPL"
],
"monitoring_cadence": "Daily monitoring during tension spikes",
"affected_pred_count": 218,
"early_warning_signals": "PLA exercises \"dress rehearsal\" scale; \"One China\" rhetoric escalation; Taiwan election shocks; US forward-deploys F-35s",
"countervailing_factors": "Deterrence holds; US Pacific Deterrence Initiative adequately funds deterrent",
"sample_affected_pred_ids": [
"229_004",
"229_008",
"229_027",
"229_028",
"229_029",
"230_018",
"230_020",
"231_010",
"231_032",
"231_035",
"..."
],
"tickers_flipping_adverse_to_benef": [
"LMT",
"RTX",
"NOC",
"GD",
"Palantir (PLTR)",
"INTC",
"GLD",
"oil majors"
],
"tickers_flipping_benef_to_adverse": [
"TSM",
"NVDA",
"AAPL",
"TSLA",
"AMD",
"all Asia supply chain"
]
}