// MILESTONES
Events shaping the model
Confirmed events are real-world occurrences verified by a source - they contribute to the OWI score. Targets are future events the model watches for - they are events the news scorer watches for. When a headline confirms one with high confidence, it moves to confirmed automatically. Until then they contribute zero to the OWI.
83
Confirmed
242
Watched Targets
325
Total Milestones
39%
AI Capability
26%
Humanoid Robotics
16%
Economic Abundance
16%
Labor Market Shift
15%
Wealth Distribution
✦ MILESTONE ALERTS
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// Confirmed Events — 83 total
AI Capability
Mar 5, 2026
✓ CONFIRMED
Feb 17, 2026
✓ CONFIRMED
Feb 17, 2026
✓ CONFIRMED
Feb 5, 2026
✓ CONFIRMED
Feb 5, 2026
✓ CONFIRMED
Dec 11, 2025
✓ CONFIRMED
Dec 1, 2025
✓ CONFIRMED
Nov 24, 2025
✓ CONFIRMED
Nov 18, 2025
✓ CONFIRMED
Nov 1, 2025
✓ CONFIRMED
Oct 1, 2025
✓ CONFIRMED
Sep 29, 2025
✓ CONFIRMED
Aug 7, 2025
✓ CONFIRMED
Jul 9, 2025
✓ CONFIRMED
May 1, 2025
✓ CONFIRMED
Apr 5, 2025
✓ CONFIRMED
Feb 27, 2025
✓ CONFIRMED
Feb 24, 2025
✓ CONFIRMED
Feb 17, 2025
✓ CONFIRMED
Jan 20, 2025
✓ CONFIRMED
Dec 11, 2024
✓ CONFIRMED
Nov 4, 2024
✓ CONFIRMED
Oct 1, 2024
✓ CONFIRMED
Sep 12, 2024
✓ CONFIRMED
Aug 13, 2024
✓ CONFIRMED
Jul 23, 2024
✓ CONFIRMED
Jun 20, 2024
✓ CONFIRMED
May 13, 2024
✓ CONFIRMED
Mar 17, 2024
✓ CONFIRMED
Mar 4, 2024
✓ CONFIRMED
Feb 15, 2024
✓ CONFIRMED
Dec 6, 2023
✓ CONFIRMED
Nov 4, 2023
✓ CONFIRMED
Jul 18, 2023
✓ CONFIRMED
Jul 11, 2023
✓ CONFIRMED
Mar 14, 2023
✓ CONFIRMED
Feb 24, 2023
✓ CONFIRMED
Nov 30, 2022
✓ CONFIRMED
May 12, 2022
✓ CONFIRMED
Nov 30, 2020
✓ CONFIRMED
Jun 11, 2020
✓ CONFIRMED
Humanoid Robotics
Mar 11, 2026
✓ CONFIRMED
Jan 6, 2026
✓ CONFIRMED
Boston Dynamics Atlas performs autonomous factory tasks at Hyundai — demonstrated at CES 2026
Boston Dynamics / Hyundai
Dec 31, 2025
✓ CONFIRMED
Sep 1, 2025
✓ CONFIRMED
Jul 12, 2025
✓ CONFIRMED
Jun 25, 2025
✓ CONFIRMED
Mar 1, 2025
✓ CONFIRMED
Oct 23, 2024
✓ CONFIRMED
Physical Intelligence π0 — first foundation model for general robot control
Physical Intelligence
Oct 1, 2024
✓ CONFIRMED
Sep 1, 2024
✓ CONFIRMED
Aug 20, 2024
✓ CONFIRMED
Mar 13, 2024
✓ CONFIRMED
Jan 13, 2024
✓ CONFIRMED
Jan 12, 2024
✓ CONFIRMED
Oct 18, 2023
✓ CONFIRMED
Sep 24, 2023
✓ CONFIRMED
Sep 30, 2022
✓ CONFIRMED
Aug 19, 2021
✓ CONFIRMED
Nov 16, 2017
✓ CONFIRMED
Economic Abundance
Dec 1, 2025
✓ CONFIRMED
Sep 1, 2024
✓ CONFIRMED
Jun 1, 2024
✓ CONFIRMED
Mar 7, 2024
✓ CONFIRMED
Jan 14, 2024
✓ CONFIRMED
Mar 11, 2021
✓ CONFIRMED
Mar 1, 2021
✓ CONFIRMED
May 6, 2020
✓ CONFIRMED
Labor Market Shift
Jan 7, 2025
✓ CONFIRMED
Jun 4, 2024
✓ CONFIRMED
Mar 1, 2024
✓ CONFIRMED
Jan 14, 2024
✓ CONFIRMED
Jan 1, 2024
✓ CONFIRMED
May 2, 2023
✓ CONFIRMED
Mar 26, 2023
✓ CONFIRMED
Apr 25, 2019
✓ CONFIRMED
Nov 28, 2017
✓ CONFIRMED
Wealth Distribution
Jan 1, 2025
✓ CONFIRMED
May 1, 2024
✓ CONFIRMED
Mar 13, 2024
✓ CONFIRMED
Jan 1, 2024
✓ CONFIRMED
Sep 1, 2023
✓ CONFIRMED
Feb 24, 2023
✓ CONFIRMED
// Watched Targets — 242 awaiting confirmation
AI Capability
Jun 1, 2026
TARGET
AI system achieves 85%+ on ARC-AGI benchmark — human-level general reasoning threshold met
Jun 1, 2026
TARGET
AI system achieves 95%+ on MATH benchmark — olympiad-level mathematics fully automated
Jun 1, 2026
TARGET
AI coding agents autonomously ship production-ready features at 3+ major enterprises — independently verified
Jun 1, 2026
TARGET
xAI Grok achieves independently verified top-3 ranking on LMSYS Chatbot Arena or equivalent benchmark
Sep 1, 2026
TARGET
AI system achieves 80%+ on SWE-bench — majority of real-world software engineering tasks automated
Sep 1, 2026
TARGET
US national AI investment exceeds $100B annually — Congressional Budget Office or equivalent confirms
Dec 1, 2026
TARGET
AI system achieves 90%+ on GPQA Diamond benchmark — PhD-level scientific reasoning exceeded
Dec 1, 2026
TARGET
10+ nations establish national AI Safety Institutes with binding evaluation authority — OECD confirms
Dec 1, 2026
TARGET
Neuralink or equivalent BCI achieves human clinical trial success — FDA approval for medical use
Jan 1, 2027
TARGET
AI computer-use agents autonomously complete majority of standard office knowledge worker tasks
Jan 1, 2027
TARGET
AI-generated creative content wins major international award in film, music or art — independent panel
Jan 1, 2027
TARGET
xAI Grok performs autonomous multi-step agentic tasks on X platform at scale — xAI published confirmation
Jan 1, 2027
TARGET
AI autonomously detects and neutralizes majority of cyber threats in real time — CISA data confirms
Jan 1, 2027
TARGET
AI autonomously optimizes national energy grid reducing consumption 15%+ — IEA operational case study
Jan 1, 2027
TARGET
China national AI investment exceeds $150B annually — CSET or equivalent research institute confirms
Jan 1, 2027
TARGET
AI manages end-to-end supply chains autonomously at 3+ Fortune 100 companies — verified operational
Mar 1, 2027
TARGET
AI autonomously authors and publishes peer-reviewed paper accepted by Nature, Science or Cell
Jun 1, 2027
TARGET
AI system achieves 50%+ on FrontierMath benchmark — research-level mathematics threshold met
Jun 1, 2027
TARGET
AI handles majority of software development tasks at Fortune 500 companies — McKinsey threshold met
Jun 1, 2027
TARGET
AI generates majority of news articles, reports and content consumed globally — verified by media metrics
Jun 1, 2027
TARGET
OpenAI publicly declares AGI threshold met — independent third-party evaluation confirms claim
Jun 1, 2027
TARGET
AI climate models achieve 90%+ accuracy on 10-year regional climate projections — IPCC confirmation
Jun 1, 2027
TARGET
AI-discovered drug compounds represent 10%+ of Phase 1 clinical trials globally — WHO pipeline data
Jun 1, 2027
TARGET
AI generates majority of graphic design and advertising content globally — industry data confirms
Jun 1, 2027
TARGET
Majority of major news institutions use AI for primary content generation — Reuters Institute data
Sep 1, 2027
TARGET
Multi-agent AI systems autonomously run end-to-end business processes — verified at enterprise scale
Sep 1, 2027
TARGET
AI performs majority of legal research, contract drafting and due diligence — adopted by top law firms
Sep 1, 2027
TARGET
AI performs majority of scientific peer review for tier-2 journals — major publisher data confirms
Jan 1, 2028
TARGET
AI performs majority of financial analysis, modeling and investment research — adopted by top institutions
Jan 1, 2028
TARGET
EU AI investment reaches $100B annually — European Commission confirms under AI Act funding framework
Jan 1, 2028
TARGET
AI performs majority of architectural drafting and structural design — AIA or equivalent data confirms
Jan 1, 2028
TARGET
International AI Safety Treaty ratified by G20 — binding frontier model evaluation standards adopted
Jun 1, 2028
TARGET
AI diagnostic system approved for autonomous clinical use in 3+ G20 nations — regulatory confirmation
Jun 1, 2028
TARGET
AI tutoring systems demonstrate superior learning outcomes vs human teachers — peer-reviewed at scale
Jun 1, 2028
TARGET
AI-driven materials discovery accelerates clean energy breakthroughs — Nature confirms AI-discovered material
Jun 1, 2028
TARGET
AI performs majority of government permit, licensing and benefits processing in 5+ G20 nations
Jun 1, 2028
TARGET
AI performs autonomous binding arbitration in commercial disputes — UNCITRAL or equivalent recognition
Dec 1, 2028
TARGET
AI autonomously discovers and experimentally validates novel drug compound — enters Phase 2 trials
Jan 1, 2029
TARGET
AI replaces majority of human cybersecurity analyst roles in G7 governments — CISA/ENISA confirmation
Jan 1, 2029
TARGET
First AI-discovered drug receives full regulatory approval — FDA/EMA confirmation
Jan 1, 2029
TARGET
AI systems autonomously draft majority of government policy analysis and regulatory documents in G7
Jan 1, 2029
TARGET
Brain-computer interfaces commercially available for non-medical cognitive enhancement — regulatory approval
Dec 1, 2029
TARGET
System meeting operational AGI criteria deployed — evaluated by independent third party
Jan 1, 2030
TARGET
Interpretability tools verified — AI internal reasoning fully auditable by independent researchers
Jan 1, 2030
TARGET
Autonomous AI cyber defense systems protect critical national infrastructure in 10+ G20 nations
Jan 1, 2030
TARGET
AI systems autonomously manage energy distribution for 3+ national grids — IEA operational confirmation
Jan 1, 2030
TARGET
Global AI investment exceeds $1 trillion annually — Stanford HAI AI Index confirms
Jan 1, 2030
TARGET
AI-generated architectural designs adopted as primary workflow by majority of major architecture firms
Jan 1, 2030
TARGET
AI judicial assistance systems used in majority of routine court proceedings in 3+ G20 nations
Jan 1, 2030
TARGET
AI peer review adopted by majority of academic journals globally — COPE and STM data confirms
Jan 1, 2030
TARGET
Global AI Safety framework operational — all frontier models independently evaluated before deployment
Jan 1, 2030
TARGET
Human journalist workforce falls 40% from 2024 baseline — ILO and press freedom organization data
Jun 1, 2030
TARGET
AI system autonomously manages and grows a business enterprise for 24+ consecutive months — verified
Jun 1, 2030
TARGET
Majority of global logistics and supply chain orchestration performed by autonomous AI systems
Oct 1, 2030
TARGET
AI system credited with Nobel Prize-worthy original scientific discovery — Nobel Committee acknowledgment
Jan 1, 2031
TARGET
AI systems autonomously conduct 10,000+ peer-reviewed studies annually — confirmed by journal metrics
Jan 1, 2031
TARGET
AI replaces majority of public administration back-office roles in 3+ G20 nations — OECD confirms
Jan 1, 2031
TARGET
BCI adoption exceeds 1 million users globally — Neuralink or equivalent confirmation
Jan 1, 2032
TARGET
AI outperforms 95th percentile humans across all measured professional cognitive domains simultaneously
Jan 1, 2032
TARGET
Majority of new drug candidates in global pipeline AI-originated — WHO and PhRMA data confirms
Jan 1, 2033
TARGET
AI autonomous legal reasoning systems replace majority of routine judicial administrative functions in G7
Jan 1, 2034
TARGET
Full cognitive labor automation — AI matches or exceeds human performance across all intellectual work
Jan 1, 2034
TARGET
Brain-computer interfaces enable direct human-AI cognitive collaboration at scale — verified at 10M+ users
Jan 1, 2044
TARGET
Superintelligent system operational — cognitive labor entirely optional for humans
Humanoid Robotics
Mar 1, 2026
TARGET
1,000 humanoid robots in verified active commercial deployment globally — IFR or equivalent confirmation
Jun 1, 2026
TARGET
Tesla Optimus production exceeds 1,000 units — Tesla confirms commercial deployment in own factories
Sep 1, 2026
TARGET
Drone delivery receives unrestricted commercial approval in 3+ G20 nations — FAA/EASA regulatory confirmation
Dec 1, 2026
TARGET
10,000 humanoid robots in verified active commercial deployment globally
Jan 1, 2027
TARGET
Tesla Optimus performs majority of Tesla Gigafactory assembly without human intervention — Tesla confirmation
Jan 1, 2027
TARGET
First fully autonomous commercial cargo vessel completes international voyage — IMO certification confirmed
Jan 1, 2027
TARGET
Cashierless checkout standard in majority of retail stores in G7 nations — industry trade data confirms
Jun 1, 2027
TARGET
Tesla Optimus available for external commercial purchase under $30,000 — Tesla confirms third-party sales
Jun 1, 2027
TARGET
Humanoid robot commercially available under $50,000 from at least one manufacturer
Jun 1, 2027
TARGET
Autonomous robots perform majority of warehouse picking and packing globally — IFR warehouse data confirms
Dec 1, 2027
TARGET
100,000 humanoid robots in active commercial deployment globally
Jan 1, 2028
TARGET
Tesla Optimus annual production rate exceeds 100,000 units — Tesla earnings confirmation
Jan 1, 2028
TARGET
Autonomous agricultural robots perform majority of harvesting in 3+ major crop categories — FAO data confirms
Jan 1, 2028
TARGET
Autonomous mining systems perform majority of extraction operations in 3+ major mining nations — USGS data
Jan 1, 2028
TARGET
NATO nations deploy autonomous ground robots performing majority of routine military logistics tasks
Jan 1, 2028
TARGET
Autonomous robots perform majority of ISS maintenance tasks without astronaut intervention — NASA confirmation
Jan 1, 2028
TARGET
Autonomous food preparation robots deployed in majority of fast-food chains in G7 nations — industry data
Jun 1, 2028
TARGET
IFR confirms robots outnumber human workers in electronics manufacturing in at least one G20 nation
Jun 1, 2028
TARGET
Autonomous shelf-stocking and inventory robots deployed in majority of large retailers globally
Jun 1, 2028
TARGET
Drone delivery represents 10%+ of last-mile delivery in at least one G20 nation — logistics industry data
Jan 1, 2029
TARGET
Total cost of robot ownership falls below equivalent human labor cost in 3+ manufacturing sectors — BCG data
Jan 1, 2029
TARGET
Autonomous robotic systems perform majority of bricklaying, welding and framing tasks — construction industry data
Jan 1, 2029
TARGET
Robotic care assistants deployed in majority of care homes in 3+ G20 nations — WHO care data confirms
Jun 1, 2029
TARGET
1 million humanoid robots in active deployment globally
Jan 1, 2030
TARGET
Humanoid robot commercially available under $20,000 — consumer and SME market opens
Jan 1, 2030
TARGET
First commercial building constructed with majority of physical work performed by autonomous robots — verified
Jan 1, 2030
TARGET
Autonomous military systems constitute 25%+ of combat assets in 3+ G20 nations — SIPRI data confirms
Jan 1, 2030
TARGET
Autonomous vessels represent 10%+ of global commercial shipping fleet — IMO registry data confirms
Jan 1, 2030
TARGET
Micro-robotic surgical systems approved for minimally invasive procedures in 5+ G20 nations — regulatory data
Jan 1, 2030
TARGET
Human warehouse labor demand falls 50% from 2024 baseline in G7 — BLS and ILO data confirms
Jan 1, 2030
TARGET
Fully autonomous retail stores operational at scale in 3+ G20 nations — retail industry data confirms
Jun 1, 2030
TARGET
Fully autonomous robotic surgery approved for routine procedures in 10+ nations — regulatory confirmation
Jan 1, 2031
TARGET
Robots outnumber human workers in manufacturing sector across G7 nations — IFR annual report confirmation
Jan 1, 2031
TARGET
Majority of agricultural labor in G20 nations performed by autonomous machines — ILO labor statistics confirm
Jan 1, 2031
TARGET
Mining industry labor demand falls 40% from 2024 baseline — ILO mining employment data confirms
Jan 1, 2031
TARGET
Fully autonomous restaurants operational at scale — majority of meal preparation without human labor
Jan 1, 2031
TARGET
Majority of last-mile delivery performed by autonomous drones or ground robots in 3+ G20 nations
Jun 1, 2031
TARGET
5 million humanoid robots in active deployment globally
Jan 1, 2032
TARGET
Robotic care systems provide majority of routine elderly care in 3+ nations — health ministry data confirms
Jan 1, 2032
TARGET
Majority of deep-sea resource extraction performed by autonomous underwater robots — IHO data confirms
Jan 1, 2032
TARGET
Autonomous robots construct permanent lunar infrastructure — NASA Artemis or ESA equivalent confirmation
Jan 1, 2032
TARGET
Robotic care systems perform majority of routine elderly care tasks in 5+ nations — health ministry data
Jan 1, 2033
TARGET
Humanoid robot commercially available under $10,000 — household consumer product
Jan 1, 2033
TARGET
Construction labor costs fall 40%+ from 2024 baseline — autonomous robotics contribution confirmed by BLS
Jan 1, 2033
TARGET
Fully autonomous mines operational in 5+ nations — zero routine human presence underground confirmed
Jan 1, 2033
TARGET
Military personnel requirements fall 30% in G7 — autonomous systems replace routine military labor
Jan 1, 2033
TARGET
Warehouse labor optional in G7 nations — fully autonomous fulfillment centers dominant — IFR confirms
Jan 1, 2034
TARGET
50 million humanoid robots in active deployment globally
Jan 1, 2034
TARGET
Physical labor optional in manufacturing and logistics sectors in G7 nations — ILO labor statistics confirm
Jan 1, 2034
TARGET
Agricultural labor optional in 5+ major food-producing nations — FAO and ILO confirmation
Jan 1, 2034
TARGET
First medical nanobot drug delivery system receives FDA/EMA regulatory approval — clinical data confirms
Jan 1, 2035
TARGET
Autonomous robot systems perform Mars surface operations independently — NASA confirmation
Jan 1, 2035
TARGET
Elder care labor demand falls 40% from 2024 baseline in G7 — WHO and ILO care workforce data confirms
Jan 1, 2044
TARGET
Physical labor broadly optional — robots perform majority of measurable physical work globally
Economic Abundance
Jun 1, 2026
TARGET
IMF or World Bank confirms AI contributing 0.5%+ to annual global GDP growth — published in WEO
Dec 1, 2026
TARGET
BLS US labor productivity growth exceeds 4% annually for 2+ consecutive years
Jun 1, 2027
TARGET
First G20 nation launches permanent government-funded UBI pilot — 1,000+ participants, 3+ year term
Jun 1, 2027
TARGET
CPI data confirms AI-attributable deflation in software and knowledge services — 10%+ real reduction
Jan 1, 2028
TARGET
Global GDP growth exceeds 4.5% annually for 2+ years — IMF attributes majority to AI productivity
Jan 1, 2028
TARGET
ITER achieves sustained Q>1 fusion — first scientific confirmation of net energy gain from fusion
Jan 1, 2028
TARGET
Autonomous vehicle cost per mile falls 50% from 2024 baseline — ARK/IEA transport data confirms
Jan 1, 2029
TARGET
First G20 nation enacts full permanent national UBI — legislated, funded and operational
Jan 1, 2029
TARGET
Essential goods basket 10% cheaper in real terms vs 2024 — BLS/OECD CPI data confirms
Jan 1, 2029
TARGET
World Bank confirms AI-driven reduction in extreme poverty rate exceeding historical trend
Jan 1, 2029
TARGET
AI-optimized water systems reduce populations facing water scarcity by 10%+ — UN Water data
Jan 1, 2029
TARGET
Insurance premiums fall 20% in real terms vs 2024 — AI underwriting and claims automation confirmed
Jan 1, 2029
TARGET
Legal services cost falls 30% in real terms vs 2024 — AI legal automation confirmed by bar data
Jun 1, 2029
TARGET
BLS US labor productivity growth exceeds 6% annually — structural AI contribution undeniable
Jan 1, 2030
TARGET
Global GDP growth exceeds 6% annually — AI productivity era confirmed by IMF World Economic Outlook
Jan 1, 2030
TARGET
Global average energy costs fall 30% from 2024 baseline — IEA confirms AI-optimized grid contribution
Jan 1, 2030
TARGET
Global GDP per capita 25% above 2024 baseline — AI productivity dividend confirmed by World Bank
Jan 1, 2030
TARGET
Cost of quality education falls 50% in real terms vs 2024 — UNESCO and OECD education data confirms
Jan 1, 2030
TARGET
Sub-Saharan Africa GDP per capita growth exceeds 6% annually — World Bank confirms AI leapfrogging
Jan 1, 2030
TARGET
Drug discovery costs fall 50% from 2024 baseline — AI-accelerated pipeline confirmed by WHO data
Jun 1, 2030
TARGET
McKinsey confirms knowledge worker productivity doubled from 2024 baseline — AI contribution primary
Jan 1, 2031
TARGET
Healthcare costs fall 25% in real terms in 3+ G20 nations — AI diagnostic and treatment contribution
Jan 1, 2031
TARGET
Consumer transportation costs fall 40% in real terms vs 2024 — BLS CPI transportation data confirms
Jun 1, 2031
TARGET
3+ G20 nations operating permanent universal or guaranteed income programs simultaneously
Jan 1, 2032
TARGET
Essential goods basket 20% cheaper in real terms vs 2024 — deflation confirmed across G20
Jan 1, 2032
TARGET
Housing construction costs fall 25% in real terms vs 2024 — robotic construction contribution confirmed
Jan 1, 2032
TARGET
AI-driven desalination cost falls 50% from 2024 baseline — IEA and UN Water confirm
Jan 1, 2033
TARGET
Global food production costs fall 25% vs 2024 baseline — FAO confirms robotic agriculture contribution
Jan 1, 2033
TARGET
Insurance costs fall 40% in real terms vs 2024 — AI-driven risk modeling dominant — industry data
Jan 1, 2033
TARGET
Legal services cost falls 60% in real terms vs 2024 — structural AI automation confirmed
Jan 1, 2033
TARGET
Consumer pharmaceutical costs fall 30% in real terms vs 2024 — WHO medicine access data confirms
Jan 1, 2034
TARGET
Global GDP per capita 50% above 2024 baseline — AI abundance era beginning
Jan 1, 2035
TARGET
Global average energy costs fall 50% from 2024 baseline — renewable and AI optimization confirmed
Jan 1, 2035
TARGET
First commercial nuclear fusion power plant begins grid-connected operation — IEA confirms
Jan 1, 2035
TARGET
Universal access to AI-quality education achieved globally — UNESCO SDG 4 metrics confirm
Jan 1, 2036
TARGET
10+ nations operating UBI or guaranteed income — post-scarcity policy goes mainstream globally
Jan 1, 2038
TARGET
Developing nations close 50% of GDP per capita gap with G7 vs 2024 — World Bank data confirms
Jan 1, 2040
TARGET
Global GDP per capita doubles from 2024 baseline — material abundance broadly accessible
Jan 1, 2040
TARGET
Nuclear fusion provides 5%+ of global electricity — IEA confirms commercial fusion scaling
Jan 1, 2040
TARGET
Water scarcity eliminated for 90%+ of global population — UN Water and WHO confirm
Jan 1, 2044
TARGET
Universal material abundance — basic needs met for 90%+ of global population without labor requirement
Labor Market Shift
Jun 1, 2026
TARGET
BLS reports AI-attributable job displacement exceeding 500,000 US workers in annual JOLTS report
Sep 1, 2026
TARGET
Major financial institution attributes 15%+ workforce reduction to AI automation — public confirmation
Sep 1, 2026
TARGET
AI handles majority of customer service interactions globally — contact center industry data confirms
Dec 1, 2026
TARGET
OECD confirms 5%+ of routine cognitive occupations structurally automated across member nations
Jan 1, 2027
TARGET
AI systems execute 90%+ of financial market trades globally — BIS and SEC market data confirms
Jan 1, 2027
TARGET
AI performs majority of recruitment screening, HR administration and payroll processing in G7 firms
Jun 1, 2027
TARGET
Majority of administrative and back-office roles eliminated or fundamentally transformed in G7 firms
Jun 1, 2027
TARGET
AI replaces majority of paralegal and junior legal roles — bar association data confirms structural shift
Jun 1, 2027
TARGET
IMF confirms 10%+ of knowledge worker roles structurally automated across G20 — WEO data
Jun 1, 2027
TARGET
Majority of retail cashier and checkout roles eliminated in G7 — BLS retail employment data confirms
Jun 1, 2027
TARGET
Majority of junior graphic design and marketing content roles eliminated globally — industry data
Jun 1, 2027
TARGET
AI performs majority of procurement and supply chain management roles in Fortune 500 companies
Sep 1, 2027
TARGET
AI performs majority of real estate valuation, search and transaction processing — NAR data confirms
Jan 1, 2028
TARGET
Majority of financial analyst and junior investment roles eliminated — CFA Institute data confirms
Jan 1, 2028
TARGET
BLS confirms structural unemployment — jobs eliminated by automation exceed new jobs created in year
Jan 1, 2028
TARGET
AI generates majority of journalism articles published globally — media industry employment data
Jan 1, 2028
TARGET
Insurance underwriting and claims roles fall 30% in G7 — AI automation confirmed by industry data
Jun 1, 2028
TARGET
AI replaces majority of radiologist and pathologist diagnostic work in 10+ national health systems
Dec 1, 2028
TARGET
Majority of accounting, bookkeeping and tax preparation work automated in G7 — AICPA data confirms
Jan 1, 2029
TARGET
US structural unemployment rate rises above 6% — Fed attributes majority to automation in FOMC report
Jan 1, 2029
TARGET
Autonomous vehicles eliminate majority of commercial long-haul trucking jobs in 2+ G20 nations
Jan 1, 2029
TARGET
AI tutoring systems replace majority of private tutoring and supplemental education roles globally
Jan 1, 2029
TARGET
Public sector back-office employment falls 20% in G7 nations — government labor statistics confirm
Jan 1, 2029
TARGET
Human financial traders and analysts fall below 20% of 2024 employment levels — BLS data confirms
Jun 1, 2029
TARGET
HR and recruitment employment falls 50% from 2024 baseline in G7 — BLS occupational data confirms
Dec 1, 2029
TARGET
Official statistics confirm 25%+ of routine cognitive jobs structurally automated across G20
Jan 1, 2030
TARGET
Majority of retail sector jobs automated or eliminated in G7 nations — BLS occupational data confirms
Jan 1, 2030
TARGET
Agricultural seasonal labor demand falls 50% in G20 — FAO and ILO data confirms robotic displacement
Jan 1, 2030
TARGET
WEF confirms 50%+ of companies have reduced workforce citing AI — Future of Jobs report data
Jan 1, 2030
TARGET
Architecture and engineering design labor demand falls 40% in G7 — BLS occupational data confirms
Jan 1, 2030
TARGET
G7 military personnel requirements fall 15% — autonomous systems replace routine roles — SIPRI data
Jan 1, 2030
TARGET
Mining sector labor demand falls 30% in G20 — ILO mining employment statistics confirm
Jan 1, 2030
TARGET
Real estate agent and broker employment falls 40% from 2024 baseline — BLS occupational data
Jan 1, 2030
TARGET
Supply chain and procurement employment falls 40% in G7 — BLS and ILO occupational data confirms
Jan 1, 2031
TARGET
Construction labor demand falls 30% in G7 nations — BLS construction employment data confirms
Jan 1, 2031
TARGET
AI performs majority of government administrative processing — OECD public employment data confirms
Jan 1, 2031
TARGET
Maritime labor demand falls 30% — autonomous vessels replace routine seafarer roles — IMO data
Jan 1, 2031
TARGET
Majority of insurance sector back-office roles eliminated in G7 — BLS financial employment data
Jun 1, 2031
TARGET
US unemployment exceeds 10% — Fed and BLS formally attribute majority to structural automation
Jan 1, 2032
TARGET
Majority of transportation and logistics sector automated in 5+ G20 nations — ILO labor data confirms
Jan 1, 2032
TARGET
Structural reduction in demand for human teachers measurable in OECD education employment statistics
Jan 1, 2032
TARGET
Creative profession employment falls 50% from 2024 baseline in G7 — BLS and OECD data confirms
Jan 1, 2033
TARGET
Majority of agricultural labor in G20 nations displaced by autonomous machines — ILO confirms
Jan 1, 2033
TARGET
50%+ of 2024 job categories eliminated or fundamentally transformed — BLS occupational data confirms
Jan 1, 2033
TARGET
Public sector employment falls 30% from 2024 baseline in G7 — OECD government employment data
Jan 1, 2034
TARGET
Employment economically optional for majority of working-age adults in G7 nations
Jan 1, 2034
TARGET
Mining labor optional in 5+ major mining nations — ILO confirms autonomous operations dominant
Jan 1, 2035
TARGET
Global military personnel falls 25% from 2024 baseline — SIPRI military balance data confirms
Jan 1, 2044
TARGET
Traditional employment optional globally — ILO confirms structural shift across all major economies
Wealth Distribution
Jun 1, 2026
TARGET
First G20 nation enacts automation tax — proceeds fund displaced worker retraining programs
Dec 1, 2026
TARGET
Real median wages in G20 rise 5%+ above 2024 baseline — workers capturing share of AI productivity
Jun 1, 2027
TARGET
EU enacts binding automation dividend legislation — revenues redistributed to displaced workers
Jan 1, 2028
TARGET
US Congress passes legislation linking AI productivity gains to worker compensation or UBI funding
Jan 1, 2028
TARGET
First G20 nation mandates corporate AI profit-sharing with workers — legislation enacted
Jun 1, 2028
TARGET
UN adopts binding resolution on AI benefit sharing for developing nations — ratified by 50+ members
Jan 1, 2029
TARGET
3+ nations establish sovereign AI wealth funds — proceeds distributed as citizen dividends
Jan 1, 2029
TARGET
Real median wages in G20 rise 15%+ above 2024 baseline — broad AI productivity dividend confirmed
Jan 1, 2029
TARGET
World Bank or WID.world confirms global Gini coefficient falling measurably from 2024 baseline
Jan 1, 2029
TARGET
OECD formally identifies structural pension funding crisis from AI-driven unemployment in 3+ nations
Jan 1, 2030
TARGET
AI access declared a legal right in 10+ national constitutions or equivalent legislation
Jan 1, 2030
TARGET
World Bank confirms AI-driven extreme poverty rate reduction exceeding all prior historical trends
Jan 1, 2030
TARGET
AI tools and infrastructure accessible to majority of developing nation populations — ITU data
Jan 1, 2030
TARGET
AI-generated tax revenues fund 5%+ of national budget in at least one G20 nation — IMF confirms
Jan 1, 2030
TARGET
3+ G20 nations reform social security systems to fund AI-displaced workers — legislation enacted
Jun 1, 2030
TARGET
G20 adopts binding AI benefit-sharing framework — ratified and operational across member states
Jan 1, 2031
TARGET
Global Gini coefficient falls 3+ points from 2024 baseline — WID.world annual inequality report
Jan 1, 2031
TARGET
First G20 nation funds universal healthcare entirely from AI productivity tax revenues — confirmed
Jun 1, 2031
TARGET
Universal productivity dividend operational in 5+ nations — majority of citizens receiving AI income
Jan 1, 2032
TARGET
Real median wages in G20 rise 30%+ above 2024 baseline — structural AI wage gains confirmed
Jan 1, 2032
TARGET
Universal High Income sufficient for dignified living operational in 5+ nations
Jan 1, 2032
TARGET
5+ G20 nations enact corporate AI profit-sharing mandates — OECD confirms structural shift
Jan 1, 2032
TARGET
ITU confirms digital divide closed — broadband and AI access universal across 90%+ of nations
Jan 1, 2034
TARGET
Universal High Income sufficient for dignified living operational in 10+ nations
Jan 1, 2034
TARGET
Global Gini coefficient falls 5+ points from 2024 baseline — historic inequality reduction confirmed
Jan 1, 2034
TARGET
Majority of G20 nations restructure pension and social security systems for post-employment era
Jan 1, 2035
TARGET
Global extreme poverty rate falls below 3% — World Bank data confirms AI abundance contribution
Jan 1, 2035
TARGET
AI taxation revenues fund majority of social safety net in 3+ nations — structural fiscal shift
Jan 1, 2035
TARGET
3+ G20 nations fund universal healthcare primarily from AI productivity revenues — OECD data
Jan 1, 2038
TARGET
AI-generated wealth measurably distributed to bottom 50% globally — WID.world data confirms
Jan 1, 2038
TARGET
Developing nations achieve AI productivity parity with G20 — World Bank confirms convergence
Jan 1, 2040
TARGET
Global Gini coefficient falls 10+ points from 2024 baseline — structural equality shift confirmed
Jan 1, 2040
TARGET
Universal healthcare funded by AI productivity revenues operational in majority of G20 nations
Jan 1, 2044
TARGET
Money largely irrelevant for basic needs in 3+ major economies — Musk optional work model threshold