Milestones
87 confirmed · 241 forward targets across five sub-indices
| Date | Milestone | Category | Status |
|---|---|---|---|
| 23 Jun 2026 |
AI system achieves 85%+ on ARC-AGI benchmark — human-level general reasoning threshold met Tech Insider |
AI capability | confirmed |
| 23 Jun 2026 |
Tesla Optimus production exceeds 1,000 units — Tesla confirms commercial deployment in own factories MSN |
AI capability | confirmed |
| 23 Jun 2026 |
AI coding agents autonomously ship production-ready features at 3+ major enterprises — independently verified YAHOO |
AI capability | confirmed |
| 6 Apr 2026 |
1,000 humanoid robots in verified active commercial deployment globally — IFR or equivalent confirmation Agibot |
Robotics | confirmed |
| 11 Mar 2026 |
Mind Robotics raises $615M total — Rivian-backed industrial robot startup valued at $2B TechCrunch |
Robotics | confirmed |
| 5 Mar 2026 |
GPT-5.4 — 1M context window, native computer use API, 80% SWE-bench, surpasses human OSWorld performance OpenAI |
AI capability | confirmed |
| 17 Feb 2026 |
Claude Sonnet 4.6 — Opus-class performance at mid-tier pricing, default enterprise model Anthropic |
AI capability | confirmed |
| 17 Feb 2026 |
NIST AI Agent Standards Initiative — US standards body launches autonomous AI agent governance framework NIST |
AI capability | confirmed |
| 5 Feb 2026 |
Claude Opus 4.6 — parallel multi-agent coordination, agent teams capability for complex workflows Anthropic |
AI capability | confirmed |
| 5 Feb 2026 |
GPT-5.3-Codex — autonomous computer use, AI uses code as tool to operate computers end-to-end OpenAI |
AI capability | confirmed |
| 6 Jan 2026 |
Boston Dynamics Atlas performs autonomous factory tasks at Hyundai — demonstrated at CES 2026 Boston Dynamics / Hyundai |
Robotics | confirmed |
| 31 Dec 2025 |
$4.6 billion invested in humanoid robot developers in 2025 — IFR confirms 542,000 industrial robots installed IFR World Robotics 2025 |
Robotics | confirmed |
| 11 Dec 2025 |
GPT-5.2 released — ARC-AGI-2 score 52.9%, OpenAI responds to Gemini 3 competitive pressure OpenAI |
AI capability | confirmed |
| 1 Dec 2025 |
Agentic AI Foundation formed under Linux Foundation — Anthropic MCP reaches 10,000+ published servers Linux Foundation |
AI capability | confirmed |
| 1 Dec 2025 |
Enterprise AI spending reaches $37 billion in 2025 — up 16x from $2.3B in 2023 — Menlo Ventures data Menlo Ventures |
Economic abundance | confirmed |
| 24 Nov 2025 |
Claude Opus 4.5 — first model to exceed 80% SWE-bench Verified (80.9%), best coding and agentic model Anthropic |
AI capability | confirmed |
| 18 Nov 2025 |
Google Gemini 3 Pro — tops LMArena leaderboard (1501 Elo), 91.9% GPQA Diamond, 41% Humanity's Last Exam Google DeepMind |
AI capability | confirmed |
| 1 Nov 2025 |
xAI Grok 4.1 — tops EQ-Bench3 for emotional intelligence, multiple leaderboard top positions xAI |
AI capability | confirmed |
| 1 Oct 2025 |
Claude Haiku 4.5 — frontier performance at one-third cost, makes AI capability broadly accessible Anthropic |
AI capability | confirmed |
| 29 Sep 2025 |
Claude Sonnet 4.5 — 77.2% SWE-bench Verified, sustains autonomous operation 30+ hours continuously Anthropic |
AI capability | confirmed |
| 1 Sep 2025 |
Google Gemini Robotics 1.5 — more sophisticated physical AI agents in real-world environments Google DeepMind |
Robotics | confirmed |
| 7 Aug 2025 |
GPT-5 released — unifies reasoning and multimodal capabilities, 94.6% AIME, 74.9% SWE-bench Verified OpenAI |
AI capability | confirmed |
| 12 Jul 2025 |
xAI Grok 4 integrated into Tesla vehicles — first convergence of Musk's AI and automotive platforms Tesla |
Robotics | confirmed |
| 9 Jul 2025 |
xAI Grok 4 launched — claims top reasoning benchmark positions, integrated into Tesla vehicles and Optimus xAI |
AI capability | confirmed |
| 25 Jun 2025 |
Tesla confirms Grok integration into Optimus — xAI provides cognitive brain for humanoid robot Tesla / xAI |
Robotics | confirmed |
| 1 May 2025 |
Claude 4 Opus — next-generation frontier model, advanced autonomous reasoning Anthropic |
AI capability | confirmed |
| 5 Apr 2025 |
Meta Llama 4 — first open-weight MoE model with native multimodality and 10M token context window Meta AI |
AI capability | confirmed |
| 1 Mar 2025 |
Google DeepMind Gemini Robotics — first AI foundation model bringing agents into the physical world Google DeepMind |
Robotics | confirmed |
| 27 Feb 2025 |
GPT-4.5 — largest OpenAI model, deeper world knowledge and emotional intelligence OpenAI |
AI capability | confirmed |
| 24 Feb 2025 |
Claude 3.7 Sonnet — extended hybrid thinking, strongest agentic reasoning Anthropic |
AI capability | confirmed |
| 17 Feb 2025 |
Grok-3 released — xAI claims state-of-the-art on reasoning benchmarks xAI |
AI capability | confirmed |
| 20 Jan 2025 |
DeepSeek R1 — open-source reasoning model rivals OpenAI o1 at fraction of cost DeepSeek |
AI capability | confirmed |
| 7 Jan 2025 |
WEF Future of Jobs 2025: 170M new roles but 92M displaced — net disruption accelerating World Economic Forum |
Labour market shift | confirmed |
| 1 Jan 2025 |
OpenAI transitions to for-profit — raises questions about AI benefit distribution OpenAI |
Wealth distribution | confirmed |
| 11 Dec 2024 |
Google Gemini 2.0 Flash — real-time multimodal, agentic capabilities Google DeepMind |
AI capability | confirmed |
| 4 Nov 2024 |
Claude 3.5 Haiku — fastest frontier model, matches Claude 3 Opus performance Anthropic |
AI capability | confirmed |
| 23 Oct 2024 |
Physical Intelligence π0 — first foundation model for general robot control Physical Intelligence |
Robotics | confirmed |
| 1 Oct 2024 |
GPT-4o Advanced Voice Mode — natural real-time human-AI conversation OpenAI |
AI capability | confirmed |
| 1 Oct 2024 |
Tesla Optimus autonomously performs battery cell work in Fremont factory Tesla |
Robotics | confirmed |
| 12 Sep 2024 |
OpenAI o1 — chain-of-thought reasoning surpasses PhD benchmarks OpenAI |
AI capability | confirmed |
| 1 Sep 2024 |
Apptronik Apollo deployed — humanoid in manufacturing with Mercedes-Benz Apptronik |
Robotics | confirmed |
| 1 Sep 2024 |
Goldman Sachs: AI tools driving measurable 15-40% productivity gains in knowledge work Goldman Sachs |
Economic abundance | confirmed |
| 20 Aug 2024 |
Figure 02 integrates OpenAI real-time language reasoning Figure AI |
Robotics | confirmed |
| 13 Aug 2024 |
Grok-2 released — xAI matches frontier performance, integrated into X platform xAI |
AI capability | confirmed |
| 23 Jul 2024 |
Meta LLaMA 3.1 405B — largest open-source model, rivals GPT-4 Meta AI |
AI capability | confirmed |
| 20 Jun 2024 |
Claude 3.5 Sonnet — surpasses Claude 3 Opus, sets new coding benchmarks Anthropic |
AI capability | confirmed |
| 4 Jun 2024 |
BLS JOLTS: job openings fall 40% from 2022 peak — structural labor demand shift BLS |
Labour market shift | confirmed |
| 1 Jun 2024 |
GiveDirectly Kenya UBI — 12-year study shows sustained economic improvement GiveDirectly |
Economic abundance | confirmed |
| 13 May 2024 |
GPT-4o — real-time multimodal omni model with voice, vision, text OpenAI |
AI capability | confirmed |
| 1 May 2024 |
Multiple EU nations debate robot tax legislation — automation dividend discussions begin European Parliament |
Wealth distribution | confirmed |
| 17 Mar 2024 |
Grok-1 open-sourced — 314B parameter MoE model released publicly by xAI xAI |
AI capability | confirmed |
| 13 Mar 2024 |
1X Technologies Neo humanoid — designed for home and commercial environments 1X Technologies |
Robotics | confirmed |
| 13 Mar 2024 |
EU AI Act passed — first binding AI governance and accountability framework globally European Parliament |
Wealth distribution | confirmed |
| 7 Mar 2024 |
BLS: US labor productivity growth highest since 2010 — AI driving output gains BLS |
Economic abundance | confirmed |
| 4 Mar 2024 |
Claude 3 Opus — exceeds human expert performance on multiple benchmarks Anthropic |
AI capability | confirmed |
| 1 Mar 2024 |
Creative industry: AI-generated content displaces entry-level writing and design roles The Guardian |
Labour market shift | confirmed |
| 15 Feb 2024 |
OpenAI Sora — photorealistic text-to-video generation demonstrated OpenAI |
AI capability | confirmed |
| 14 Jan 2024 |
IMF: AI to affect 60% of jobs in advanced economies — half negatively IMF |
Labour market shift | confirmed |
| 14 Jan 2024 |
IMF: AI to affect 40% of jobs globally, productivity and income gains projected IMF |
Economic abundance | confirmed |
| 13 Jan 2024 |
Tesla Optimus Gen 2 — 30% faster movement, improved 11-DOF hand dexterity Tesla |
Robotics | confirmed |
| 12 Jan 2024 |
Figure 01 humanoid unveiled — commercial humanoid race officially begins Figure AI |
Robotics | confirmed |
| 1 Jan 2024 |
Tech sector: 260,000+ layoffs in 2023, many citing AI automation as reason Layoffs.fyi |
Labour market shift | confirmed |
| 1 Jan 2024 |
BLS: US real median wages rise above inflation — workers capturing productivity gains BLS |
Wealth distribution | confirmed |
| 6 Dec 2023 |
Google Gemini Ultra — first model to surpass human experts on MMLU Google DeepMind |
AI capability | confirmed |
| 4 Nov 2023 |
xAI Grok-1 launched — Elon Musk's own AI enters frontier model competition xAI |
AI capability | confirmed |
| 18 Oct 2023 |
Agility Robotics Digit — first humanoid robot deployed in Amazon warehouse Agility Robotics |
Robotics | confirmed |
| 24 Sep 2023 |
Tesla Optimus Gen 1 performs autonomous factory floor tasks Tesla |
Robotics | confirmed |
| 1 Sep 2023 |
GitHub Copilot reaches 1M+ paid users — AI coding democratized at scale GitHub |
Wealth distribution | confirmed |
| 18 Jul 2023 |
Meta LLaMA 2 — open-source, commercially licensed, 70B parameters Meta AI |
AI capability | confirmed |
| 11 Jul 2023 |
Claude 2 — 100K context window, advanced reasoning Anthropic |
AI capability | confirmed |
| 2 May 2023 |
SAG-AFTRA/WGA strikes — AI job displacement cited as core issue in major labor action SAG-AFTRA |
Labour market shift | confirmed |
| 26 Mar 2023 |
Goldman Sachs: generative AI could automate 300M full-time equivalent jobs globally Goldman Sachs |
Labour market shift | confirmed |
| 14 Mar 2023 |
GPT-4 released — multimodal, bar exam top 10% performance OpenAI |
AI capability | confirmed |
| 24 Feb 2023 |
Meta LLaMA open-source release — powerful AI democratized globally Meta AI |
AI capability | confirmed |
| 24 Feb 2023 |
Meta LLaMA open-source — powerful AI tools democratized to all developers globally Meta AI |
Wealth distribution | confirmed |
| 30 Nov 2022 |
ChatGPT launches — 1M users in 5 days, 100M in 60 days OpenAI |
AI capability | confirmed |
| 30 Sep 2022 |
Tesla Optimus prototype walks on stage — commercial humanoid development begins Tesla |
Robotics | confirmed |
| 12 May 2022 |
DeepMind Gato — single generalist model handles 600+ diverse tasks DeepMind |
AI capability | confirmed |
| 19 Aug 2021 |
Tesla Bot (Optimus) officially announced — humanoid robot for general work Tesla |
Robotics | confirmed |
| 11 Mar 2021 |
US American Rescue Plan — $1,400 direct payments to 85% of Americans US Treasury |
Economic abundance | confirmed |
| 1 Mar 2021 |
Stockton SEED UBI results — employment rose, mental health improved SEED Program |
Economic abundance | confirmed |
| 30 Nov 2020 |
AlphaFold 2 solves protein folding — landmark scientific breakthrough DeepMind |
AI capability | confirmed |
| 11 Jun 2020 |
GPT-3 released — 175B parameters, new era of language AI OpenAI |
AI capability | confirmed |
| 6 May 2020 |
Finland basic income experiment — positive employment and wellbeing outcomes confirmed Kela Finland |
Economic abundance | confirmed |
| 25 Apr 2019 |
OECD: automation puts 14% of existing jobs at high risk across member nations OECD |
Labour market shift | confirmed |
| 28 Nov 2017 |
McKinsey: 375M workers may need to switch occupations by 2030 due to automation McKinsey |
Labour market shift | confirmed |
| 16 Nov 2017 |
Boston Dynamics Atlas — full backflip demonstrated, physical AI milestone Boston Dynamics |
Robotics | confirmed |
| 1 Jun 2026 | AI system achieves 85%+ on ARC-AGI benchmark — human-level general reasoning threshold met | AI capability | target |
| 1 Jun 2026 | AI system achieves 95%+ on MATH benchmark — olympiad-level mathematics fully automated | AI capability | target |
| 1 Jun 2026 | AI coding agents autonomously ship production-ready features at 3+ major enterprises — independently verified | AI capability | target |
| 1 Jun 2026 | xAI Grok achieves independently verified top-3 ranking on LMSYS Chatbot Arena or equivalent benchmark | AI capability | target |
| 1 Jun 2026 | Tesla Optimus production exceeds 1,000 units — Tesla confirms commercial deployment in own factories | Robotics | target |
| 1 Jun 2026 | BLS reports AI-attributable job displacement exceeding 500,000 US workers in annual JOLTS report | Labour market shift | target |
| 1 Jun 2026 | IMF or World Bank confirms AI contributing 0.5%+ to annual global GDP growth — published in WEO | Economic abundance | target |
| 1 Jun 2026 | First G20 nation enacts automation tax — proceeds fund displaced worker retraining programs | Wealth distribution | target |
| 1 Sep 2026 | AI system achieves 80%+ on SWE-bench — majority of real-world software engineering tasks automated | AI capability | target |
| 1 Sep 2026 | US national AI investment exceeds $100B annually — Congressional Budget Office or equivalent confirms | AI capability | target |
| 1 Sep 2026 | Drone delivery receives unrestricted commercial approval in 3+ G20 nations — FAA/EASA regulatory confirmation | Robotics | target |
| 1 Sep 2026 | Major financial institution attributes 15%+ workforce reduction to AI automation — public confirmation | Labour market shift | target |
| 1 Sep 2026 | AI handles majority of customer service interactions globally — contact center industry data confirms | Labour market shift | target |
| 1 Dec 2026 | AI system achieves 90%+ on GPQA Diamond benchmark — PhD-level scientific reasoning exceeded | AI capability | target |
| 1 Dec 2026 | 10+ nations establish national AI Safety Institutes with binding evaluation authority — OECD confirms | AI capability | target |
| 1 Dec 2026 | Neuralink or equivalent BCI achieves human clinical trial success — FDA approval for medical use | AI capability | target |
| 1 Dec 2026 | 10,000 humanoid robots in verified active commercial deployment globally | Robotics | target |
| 1 Dec 2026 | OECD confirms 5%+ of routine cognitive occupations structurally automated across member nations | Labour market shift | target |
| 1 Dec 2026 | BLS US labor productivity growth exceeds 4% annually for 2+ consecutive years | Economic abundance | target |
| 1 Dec 2026 | Real median wages in G20 rise 5%+ above 2024 baseline — workers capturing share of AI productivity | Wealth distribution | target |
| 1 Jan 2027 | AI computer-use agents autonomously complete majority of standard office knowledge worker tasks | AI capability | target |
| 1 Jan 2027 | AI-generated creative content wins major international award in film, music or art — independent panel | AI capability | target |
| 1 Jan 2027 | xAI Grok performs autonomous multi-step agentic tasks on X platform at scale — xAI published confirmation | AI capability | target |
| 1 Jan 2027 | AI autonomously detects and neutralizes majority of cyber threats in real time — CISA data confirms | AI capability | target |
| 1 Jan 2027 | AI autonomously optimizes national energy grid reducing consumption 15%+ — IEA operational case study | AI capability | target |
| 1 Jan 2027 | China national AI investment exceeds $150B annually — CSET or equivalent research institute confirms | AI capability | target |
| 1 Jan 2027 | AI manages end-to-end supply chains autonomously at 3+ Fortune 100 companies — verified operational | AI capability | target |
| 1 Jan 2027 | Tesla Optimus performs majority of Tesla Gigafactory assembly without human intervention — Tesla confirmation | Robotics | target |
| 1 Jan 2027 | First fully autonomous commercial cargo vessel completes international voyage — IMO certification confirmed | Robotics | target |
| 1 Jan 2027 | Cashierless checkout standard in majority of retail stores in G7 nations — industry trade data confirms | Robotics | target |
| 1 Jan 2027 | AI systems execute 90%+ of financial market trades globally — BIS and SEC market data confirms | Labour market shift | target |
| 1 Jan 2027 | AI performs majority of recruitment screening, HR administration and payroll processing in G7 firms | Labour market shift | target |
| 1 Mar 2027 | AI autonomously authors and publishes peer-reviewed paper accepted by Nature, Science or Cell | AI capability | target |
| 1 Jun 2027 | AI system achieves 50%+ on FrontierMath benchmark — research-level mathematics threshold met | AI capability | target |
| 1 Jun 2027 | AI handles majority of software development tasks at Fortune 500 companies — McKinsey threshold met | AI capability | target |
| 1 Jun 2027 | AI generates majority of news articles, reports and content consumed globally — verified by media metrics | AI capability | target |
| 1 Jun 2027 | OpenAI publicly declares AGI threshold met — independent third-party evaluation confirms claim | AI capability | target |
| 1 Jun 2027 | AI climate models achieve 90%+ accuracy on 10-year regional climate projections — IPCC confirmation | AI capability | target |
| 1 Jun 2027 | AI-discovered drug compounds represent 10%+ of Phase 1 clinical trials globally — WHO pipeline data | AI capability | target |
| 1 Jun 2027 | AI generates majority of graphic design and advertising content globally — industry data confirms | AI capability | target |
| 1 Jun 2027 | Majority of major news institutions use AI for primary content generation — Reuters Institute data | AI capability | target |
| 1 Jun 2027 | Tesla Optimus available for external commercial purchase under $30,000 — Tesla confirms third-party sales | Robotics | target |
| 1 Jun 2027 | Humanoid robot commercially available under $50,000 from at least one manufacturer | Robotics | target |
| 1 Jun 2027 | Autonomous robots perform majority of warehouse picking and packing globally — IFR warehouse data confirms | Robotics | target |
| 1 Jun 2027 | Majority of administrative and back-office roles eliminated or fundamentally transformed in G7 firms | Labour market shift | target |
| 1 Jun 2027 | AI replaces majority of paralegal and junior legal roles — bar association data confirms structural shift | Labour market shift | target |
| 1 Jun 2027 | IMF confirms 10%+ of knowledge worker roles structurally automated across G20 — WEO data | Labour market shift | target |
| 1 Jun 2027 | Majority of retail cashier and checkout roles eliminated in G7 — BLS retail employment data confirms | Labour market shift | target |
| 1 Jun 2027 | Majority of junior graphic design and marketing content roles eliminated globally — industry data | Labour market shift | target |
| 1 Jun 2027 | AI performs majority of procurement and supply chain management roles in Fortune 500 companies | Labour market shift | target |
| 1 Jun 2027 | First G20 nation launches permanent government-funded UBI pilot — 1,000+ participants, 3+ year term | Economic abundance | target |
| 1 Jun 2027 | CPI data confirms AI-attributable deflation in software and knowledge services — 10%+ real reduction | Economic abundance | target |
| 1 Jun 2027 | EU enacts binding automation dividend legislation — revenues redistributed to displaced workers | Wealth distribution | target |
| 1 Sep 2027 | Multi-agent AI systems autonomously run end-to-end business processes — verified at enterprise scale | AI capability | target |
| 1 Sep 2027 | AI performs majority of legal research, contract drafting and due diligence — adopted by top law firms | AI capability | target |
| 1 Sep 2027 | AI performs majority of scientific peer review for tier-2 journals — major publisher data confirms | AI capability | target |
| 1 Sep 2027 | AI performs majority of real estate valuation, search and transaction processing — NAR data confirms | Labour market shift | target |
| 1 Dec 2027 | 100,000 humanoid robots in active commercial deployment globally | Robotics | target |
| 1 Jan 2028 | AI performs majority of financial analysis, modeling and investment research — adopted by top institutions | AI capability | target |
| 1 Jan 2028 | EU AI investment reaches $100B annually — European Commission confirms under AI Act funding framework | AI capability | target |
| 1 Jan 2028 | AI performs majority of architectural drafting and structural design — AIA or equivalent data confirms | AI capability | target |
| 1 Jan 2028 | International AI Safety Treaty ratified by G20 — binding frontier model evaluation standards adopted | AI capability | target |
| 1 Jan 2028 | Tesla Optimus annual production rate exceeds 100,000 units — Tesla earnings confirmation | Robotics | target |
| 1 Jan 2028 | Autonomous agricultural robots perform majority of harvesting in 3+ major crop categories — FAO data confirms | Robotics | target |
| 1 Jan 2028 | Autonomous mining systems perform majority of extraction operations in 3+ major mining nations — USGS data | Robotics | target |
| 1 Jan 2028 | NATO nations deploy autonomous ground robots performing majority of routine military logistics tasks | Robotics | target |
| 1 Jan 2028 | Autonomous robots perform majority of ISS maintenance tasks without astronaut intervention — NASA confirmation | Robotics | target |
| 1 Jan 2028 | Autonomous food preparation robots deployed in majority of fast-food chains in G7 nations — industry data | Robotics | target |
| 1 Jan 2028 | Majority of financial analyst and junior investment roles eliminated — CFA Institute data confirms | Labour market shift | target |
| 1 Jan 2028 | BLS confirms structural unemployment — jobs eliminated by automation exceed new jobs created in year | Labour market shift | target |
| 1 Jan 2028 | AI generates majority of journalism articles published globally — media industry employment data | Labour market shift | target |
| 1 Jan 2028 | Insurance underwriting and claims roles fall 30% in G7 — AI automation confirmed by industry data | Labour market shift | target |
| 1 Jan 2028 | Global GDP growth exceeds 4.5% annually for 2+ years — IMF attributes majority to AI productivity | Economic abundance | target |
| 1 Jan 2028 | ITER achieves sustained Q>1 fusion — first scientific confirmation of net energy gain from fusion | Economic abundance | target |
| 1 Jan 2028 | Autonomous vehicle cost per mile falls 50% from 2024 baseline — ARK/IEA transport data confirms | Economic abundance | target |
| 1 Jan 2028 | US Congress passes legislation linking AI productivity gains to worker compensation or UBI funding | Wealth distribution | target |
| 1 Jan 2028 | First G20 nation mandates corporate AI profit-sharing with workers — legislation enacted | Wealth distribution | target |
| 1 Jun 2028 | AI diagnostic system approved for autonomous clinical use in 3+ G20 nations — regulatory confirmation | AI capability | target |
| 1 Jun 2028 | AI tutoring systems demonstrate superior learning outcomes vs human teachers — peer-reviewed at scale | AI capability | target |
| 1 Jun 2028 | AI-driven materials discovery accelerates clean energy breakthroughs — Nature confirms AI-discovered material | AI capability | target |
| 1 Jun 2028 | AI performs majority of government permit, licensing and benefits processing in 5+ G20 nations | AI capability | target |
| 1 Jun 2028 | AI performs autonomous binding arbitration in commercial disputes — UNCITRAL or equivalent recognition | AI capability | target |
| 1 Jun 2028 | IFR confirms robots outnumber human workers in electronics manufacturing in at least one G20 nation | Robotics | target |
| 1 Jun 2028 | Autonomous shelf-stocking and inventory robots deployed in majority of large retailers globally | Robotics | target |
| 1 Jun 2028 | Drone delivery represents 10%+ of last-mile delivery in at least one G20 nation — logistics industry data | Robotics | target |
| 1 Jun 2028 | AI replaces majority of radiologist and pathologist diagnostic work in 10+ national health systems | Labour market shift | target |
| 1 Jun 2028 | UN adopts binding resolution on AI benefit sharing for developing nations — ratified by 50+ members | Wealth distribution | target |
| 1 Dec 2028 | AI autonomously discovers and experimentally validates novel drug compound — enters Phase 2 trials | AI capability | target |
| 1 Dec 2028 | Majority of accounting, bookkeeping and tax preparation work automated in G7 — AICPA data confirms | Labour market shift | target |
| 1 Jan 2029 | AI replaces majority of human cybersecurity analyst roles in G7 governments — CISA/ENISA confirmation | AI capability | target |
| 1 Jan 2029 | First AI-discovered drug receives full regulatory approval — FDA/EMA confirmation | AI capability | target |
| 1 Jan 2029 | AI systems autonomously draft majority of government policy analysis and regulatory documents in G7 | AI capability | target |
| 1 Jan 2029 | Brain-computer interfaces commercially available for non-medical cognitive enhancement — regulatory approval | AI capability | target |
| 1 Jan 2029 | Total cost of robot ownership falls below equivalent human labor cost in 3+ manufacturing sectors — BCG data | Robotics | target |
| 1 Jan 2029 | Autonomous robotic systems perform majority of bricklaying, welding and framing tasks — construction industry data | Robotics | target |
| 1 Jan 2029 | Robotic care assistants deployed in majority of care homes in 3+ G20 nations — WHO care data confirms | Robotics | target |
| 1 Jan 2029 | US structural unemployment rate rises above 6% — Fed attributes majority to automation in FOMC report | Labour market shift | target |
| 1 Jan 2029 | Autonomous vehicles eliminate majority of commercial long-haul trucking jobs in 2+ G20 nations | Labour market shift | target |
| 1 Jan 2029 | AI tutoring systems replace majority of private tutoring and supplemental education roles globally | Labour market shift | target |
| 1 Jan 2029 | Public sector back-office employment falls 20% in G7 nations — government labor statistics confirm | Labour market shift | target |
| 1 Jan 2029 | Human financial traders and analysts fall below 20% of 2024 employment levels — BLS data confirms | Labour market shift | target |
| 1 Jan 2029 | First G20 nation enacts full permanent national UBI — legislated, funded and operational | Economic abundance | target |
| 1 Jan 2029 | Essential goods basket 10% cheaper in real terms vs 2024 — BLS/OECD CPI data confirms | Economic abundance | target |
| 1 Jan 2029 | World Bank confirms AI-driven reduction in extreme poverty rate exceeding historical trend | Economic abundance | target |
| 1 Jan 2029 | AI-optimized water systems reduce populations facing water scarcity by 10%+ — UN Water data | Economic abundance | target |
| 1 Jan 2029 | Insurance premiums fall 20% in real terms vs 2024 — AI underwriting and claims automation confirmed | Economic abundance | target |
| 1 Jan 2029 | Legal services cost falls 30% in real terms vs 2024 — AI legal automation confirmed by bar data | Economic abundance | target |
| 1 Jan 2029 | 3+ nations establish sovereign AI wealth funds — proceeds distributed as citizen dividends | Wealth distribution | target |
| 1 Jan 2029 | Real median wages in G20 rise 15%+ above 2024 baseline — broad AI productivity dividend confirmed | Wealth distribution | target |
| 1 Jan 2029 | World Bank or WID.world confirms global Gini coefficient falling measurably from 2024 baseline | Wealth distribution | target |
| 1 Jan 2029 | OECD formally identifies structural pension funding crisis from AI-driven unemployment in 3+ nations | Wealth distribution | target |
| 1 Jun 2029 | 1 million humanoid robots in active deployment globally | Robotics | target |
| 1 Jun 2029 | HR and recruitment employment falls 50% from 2024 baseline in G7 — BLS occupational data confirms | Labour market shift | target |
| 1 Jun 2029 | BLS US labor productivity growth exceeds 6% annually — structural AI contribution undeniable | Economic abundance | target |
| 1 Dec 2029 | System meeting operational AGI criteria deployed — evaluated by independent third party | AI capability | target |
| 1 Dec 2029 | Official statistics confirm 25%+ of routine cognitive jobs structurally automated across G20 | Labour market shift | target |
| 1 Jan 2030 | Interpretability tools verified — AI internal reasoning fully auditable by independent researchers | AI capability | target |
| 1 Jan 2030 | Autonomous AI cyber defense systems protect critical national infrastructure in 10+ G20 nations | AI capability | target |
| 1 Jan 2030 | AI systems autonomously manage energy distribution for 3+ national grids — IEA operational confirmation | AI capability | target |
| 1 Jan 2030 | Global AI investment exceeds $1 trillion annually — Stanford HAI AI Index confirms | AI capability | target |
| 1 Jan 2030 | AI-generated architectural designs adopted as primary workflow by majority of major architecture firms | AI capability | target |
| 1 Jan 2030 | AI judicial assistance systems used in majority of routine court proceedings in 3+ G20 nations | AI capability | target |
| 1 Jan 2030 | AI peer review adopted by majority of academic journals globally — COPE and STM data confirms | AI capability | target |
| 1 Jan 2030 | Global AI Safety framework operational — all frontier models independently evaluated before deployment | AI capability | target |
| 1 Jan 2030 | Human journalist workforce falls 40% from 2024 baseline — ILO and press freedom organization data | AI capability | target |
| 1 Jan 2030 | Humanoid robot commercially available under $20,000 — consumer and SME market opens | Robotics | target |
| 1 Jan 2030 | First commercial building constructed with majority of physical work performed by autonomous robots — verified | Robotics | target |
| 1 Jan 2030 | Autonomous military systems constitute 25%+ of combat assets in 3+ G20 nations — SIPRI data confirms | Robotics | target |
| 1 Jan 2030 | Autonomous vessels represent 10%+ of global commercial shipping fleet — IMO registry data confirms | Robotics | target |
| 1 Jan 2030 | Micro-robotic surgical systems approved for minimally invasive procedures in 5+ G20 nations — regulatory data | Robotics | target |
| 1 Jan 2030 | Human warehouse labor demand falls 50% from 2024 baseline in G7 — BLS and ILO data confirms | Robotics | target |
| 1 Jan 2030 | Fully autonomous retail stores operational at scale in 3+ G20 nations — retail industry data confirms | Robotics | target |
| 1 Jan 2030 | Majority of retail sector jobs automated or eliminated in G7 nations — BLS occupational data confirms | Labour market shift | target |
| 1 Jan 2030 | Agricultural seasonal labor demand falls 50% in G20 — FAO and ILO data confirms robotic displacement | Labour market shift | target |
| 1 Jan 2030 | WEF confirms 50%+ of companies have reduced workforce citing AI — Future of Jobs report data | Labour market shift | target |
| 1 Jan 2030 | Architecture and engineering design labor demand falls 40% in G7 — BLS occupational data confirms | Labour market shift | target |
| 1 Jan 2030 | G7 military personnel requirements fall 15% — autonomous systems replace routine roles — SIPRI data | Labour market shift | target |
| 1 Jan 2030 | Mining sector labor demand falls 30% in G20 — ILO mining employment statistics confirm | Labour market shift | target |
| 1 Jan 2030 | Real estate agent and broker employment falls 40% from 2024 baseline — BLS occupational data | Labour market shift | target |
| 1 Jan 2030 | Supply chain and procurement employment falls 40% in G7 — BLS and ILO occupational data confirms | Labour market shift | target |
| 1 Jan 2030 | Global GDP growth exceeds 6% annually — AI productivity era confirmed by IMF World Economic Outlook | Economic abundance | target |
| 1 Jan 2030 | Global average energy costs fall 30% from 2024 baseline — IEA confirms AI-optimized grid contribution | Economic abundance | target |
| 1 Jan 2030 | Global GDP per capita 25% above 2024 baseline — AI productivity dividend confirmed by World Bank | Economic abundance | target |
| 1 Jan 2030 | Cost of quality education falls 50% in real terms vs 2024 — UNESCO and OECD education data confirms | Economic abundance | target |
| 1 Jan 2030 | Sub-Saharan Africa GDP per capita growth exceeds 6% annually — World Bank confirms AI leapfrogging | Economic abundance | target |
| 1 Jan 2030 | Drug discovery costs fall 50% from 2024 baseline — AI-accelerated pipeline confirmed by WHO data | Economic abundance | target |
| 1 Jan 2030 | AI access declared a legal right in 10+ national constitutions or equivalent legislation | Wealth distribution | target |
| 1 Jan 2030 | World Bank confirms AI-driven extreme poverty rate reduction exceeding all prior historical trends | Wealth distribution | target |
| 1 Jan 2030 | AI tools and infrastructure accessible to majority of developing nation populations — ITU data | Wealth distribution | target |
| 1 Jan 2030 | AI-generated tax revenues fund 5%+ of national budget in at least one G20 nation — IMF confirms | Wealth distribution | target |
| 1 Jan 2030 | 3+ G20 nations reform social security systems to fund AI-displaced workers — legislation enacted | Wealth distribution | target |
| 1 Jun 2030 | AI system autonomously manages and grows a business enterprise for 24+ consecutive months — verified | AI capability | target |
| 1 Jun 2030 | Majority of global logistics and supply chain orchestration performed by autonomous AI systems | AI capability | target |
| 1 Jun 2030 | Fully autonomous robotic surgery approved for routine procedures in 10+ nations — regulatory confirmation | Robotics | target |
| 1 Jun 2030 | McKinsey confirms knowledge worker productivity doubled from 2024 baseline — AI contribution primary | Economic abundance | target |
| 1 Jun 2030 | G20 adopts binding AI benefit-sharing framework — ratified and operational across member states | Wealth distribution | target |
| 1 Oct 2030 | AI system credited with Nobel Prize-worthy original scientific discovery — Nobel Committee acknowledgment | AI capability | target |
| 1 Jan 2031 | AI systems autonomously conduct 10,000+ peer-reviewed studies annually — confirmed by journal metrics | AI capability | target |
| 1 Jan 2031 | AI replaces majority of public administration back-office roles in 3+ G20 nations — OECD confirms | AI capability | target |
| 1 Jan 2031 | BCI adoption exceeds 1 million users globally — Neuralink or equivalent confirmation | AI capability | target |
| 1 Jan 2031 | Robots outnumber human workers in manufacturing sector across G7 nations — IFR annual report confirmation | Robotics | target |
| 1 Jan 2031 | Majority of agricultural labor in G20 nations performed by autonomous machines — ILO labor statistics confirm | Robotics | target |
| 1 Jan 2031 | Mining industry labor demand falls 40% from 2024 baseline — ILO mining employment data confirms | Robotics | target |
| 1 Jan 2031 | Fully autonomous restaurants operational at scale — majority of meal preparation without human labor | Robotics | target |
| 1 Jan 2031 | Majority of last-mile delivery performed by autonomous drones or ground robots in 3+ G20 nations | Robotics | target |
| 1 Jan 2031 | Construction labor demand falls 30% in G7 nations — BLS construction employment data confirms | Labour market shift | target |
| 1 Jan 2031 | AI performs majority of government administrative processing — OECD public employment data confirms | Labour market shift | target |
| 1 Jan 2031 | Maritime labor demand falls 30% — autonomous vessels replace routine seafarer roles — IMO data | Labour market shift | target |
| 1 Jan 2031 | Majority of insurance sector back-office roles eliminated in G7 — BLS financial employment data | Labour market shift | target |
| 1 Jan 2031 | Healthcare costs fall 25% in real terms in 3+ G20 nations — AI diagnostic and treatment contribution | Economic abundance | target |
| 1 Jan 2031 | Consumer transportation costs fall 40% in real terms vs 2024 — BLS CPI transportation data confirms | Economic abundance | target |
| 1 Jan 2031 | Global Gini coefficient falls 3+ points from 2024 baseline — WID.world annual inequality report | Wealth distribution | target |
| 1 Jan 2031 | First G20 nation funds universal healthcare entirely from AI productivity tax revenues — confirmed | Wealth distribution | target |
| 1 Jun 2031 | 5 million humanoid robots in active deployment globally | Robotics | target |
| 1 Jun 2031 | US unemployment exceeds 10% — Fed and BLS formally attribute majority to structural automation | Labour market shift | target |
| 1 Jun 2031 | 3+ G20 nations operating permanent universal or guaranteed income programs simultaneously | Economic abundance | target |
| 1 Jun 2031 | Universal productivity dividend operational in 5+ nations — majority of citizens receiving AI income | Wealth distribution | target |
| 1 Jan 2032 | AI outperforms 95th percentile humans across all measured professional cognitive domains simultaneously | AI capability | target |
| 1 Jan 2032 | Majority of new drug candidates in global pipeline AI-originated — WHO and PhRMA data confirms | AI capability | target |
| 1 Jan 2032 | Robotic care systems provide majority of routine elderly care in 3+ nations — health ministry data confirms | Robotics | target |
| 1 Jan 2032 | Majority of deep-sea resource extraction performed by autonomous underwater robots — IHO data confirms | Robotics | target |
| 1 Jan 2032 | Autonomous robots construct permanent lunar infrastructure — NASA Artemis or ESA equivalent confirmation | Robotics | target |
| 1 Jan 2032 | Robotic care systems perform majority of routine elderly care tasks in 5+ nations — health ministry data | Robotics | target |
| 1 Jan 2032 | Majority of transportation and logistics sector automated in 5+ G20 nations — ILO labor data confirms | Labour market shift | target |
| 1 Jan 2032 | Structural reduction in demand for human teachers measurable in OECD education employment statistics | Labour market shift | target |
| 1 Jan 2032 | Creative profession employment falls 50% from 2024 baseline in G7 — BLS and OECD data confirms | Labour market shift | target |
| 1 Jan 2032 | Essential goods basket 20% cheaper in real terms vs 2024 — deflation confirmed across G20 | Economic abundance | target |
| 1 Jan 2032 | Housing construction costs fall 25% in real terms vs 2024 — robotic construction contribution confirmed | Economic abundance | target |
| 1 Jan 2032 | AI-driven desalination cost falls 50% from 2024 baseline — IEA and UN Water confirm | Economic abundance | target |
| 1 Jan 2032 | Real median wages in G20 rise 30%+ above 2024 baseline — structural AI wage gains confirmed | Wealth distribution | target |
| 1 Jan 2032 | Universal High Income sufficient for dignified living operational in 5+ nations | Wealth distribution | target |
| 1 Jan 2032 | 5+ G20 nations enact corporate AI profit-sharing mandates — OECD confirms structural shift | Wealth distribution | target |
| 1 Jan 2032 | ITU confirms digital divide closed — broadband and AI access universal across 90%+ of nations | Wealth distribution | target |
| 1 Jan 2033 | AI autonomous legal reasoning systems replace majority of routine judicial administrative functions in G7 | AI capability | target |
| 1 Jan 2033 | Humanoid robot commercially available under $10,000 — household consumer product | Robotics | target |
| 1 Jan 2033 | Construction labor costs fall 40%+ from 2024 baseline — autonomous robotics contribution confirmed by BLS | Robotics | target |
| 1 Jan 2033 | Fully autonomous mines operational in 5+ nations — zero routine human presence underground confirmed | Robotics | target |
| 1 Jan 2033 | Military personnel requirements fall 30% in G7 — autonomous systems replace routine military labor | Robotics | target |
| 1 Jan 2033 | Warehouse labor optional in G7 nations — fully autonomous fulfillment centers dominant — IFR confirms | Robotics | target |
| 1 Jan 2033 | Majority of agricultural labor in G20 nations displaced by autonomous machines — ILO confirms | Labour market shift | target |
| 1 Jan 2033 | 50%+ of 2024 job categories eliminated or fundamentally transformed — BLS occupational data confirms | Labour market shift | target |
| 1 Jan 2033 | Public sector employment falls 30% from 2024 baseline in G7 — OECD government employment data | Labour market shift | target |
| 1 Jan 2033 | Global food production costs fall 25% vs 2024 baseline — FAO confirms robotic agriculture contribution | Economic abundance | target |
| 1 Jan 2033 | Insurance costs fall 40% in real terms vs 2024 — AI-driven risk modeling dominant — industry data | Economic abundance | target |
| 1 Jan 2033 | Legal services cost falls 60% in real terms vs 2024 — structural AI automation confirmed | Economic abundance | target |
| 1 Jan 2033 | Consumer pharmaceutical costs fall 30% in real terms vs 2024 — WHO medicine access data confirms | Economic abundance | target |
| 1 Jan 2034 | Full cognitive labor automation — AI matches or exceeds human performance across all intellectual work | AI capability | target |
| 1 Jan 2034 | Brain-computer interfaces enable direct human-AI cognitive collaboration at scale — verified at 10M+ users | AI capability | target |
| 1 Jan 2034 | 50 million humanoid robots in active deployment globally | Robotics | target |
| 1 Jan 2034 | Physical labor optional in manufacturing and logistics sectors in G7 nations — ILO labor statistics confirm | Robotics | target |
| 1 Jan 2034 | Agricultural labor optional in 5+ major food-producing nations — FAO and ILO confirmation | Robotics | target |
| 1 Jan 2034 | First medical nanobot drug delivery system receives FDA/EMA regulatory approval — clinical data confirms | Robotics | target |
| 1 Jan 2034 | Employment economically optional for majority of working-age adults in G7 nations | Labour market shift | target |
| 1 Jan 2034 | Mining labor optional in 5+ major mining nations — ILO confirms autonomous operations dominant | Labour market shift | target |
| 1 Jan 2034 | Global GDP per capita 50% above 2024 baseline — AI abundance era beginning | Economic abundance | target |
| 1 Jan 2034 | Universal High Income sufficient for dignified living operational in 10+ nations | Wealth distribution | target |
| 1 Jan 2034 | Global Gini coefficient falls 5+ points from 2024 baseline — historic inequality reduction confirmed | Wealth distribution | target |
| 1 Jan 2034 | Majority of G20 nations restructure pension and social security systems for post-employment era | Wealth distribution | target |
| 1 Jan 2035 | Autonomous robot systems perform Mars surface operations independently — NASA confirmation | Robotics | target |
| 1 Jan 2035 | Elder care labor demand falls 40% from 2024 baseline in G7 — WHO and ILO care workforce data confirms | Robotics | target |
| 1 Jan 2035 | Global military personnel falls 25% from 2024 baseline — SIPRI military balance data confirms | Labour market shift | target |
| 1 Jan 2035 | Global average energy costs fall 50% from 2024 baseline — renewable and AI optimization confirmed | Economic abundance | target |
| 1 Jan 2035 | First commercial nuclear fusion power plant begins grid-connected operation — IEA confirms | Economic abundance | target |
| 1 Jan 2035 | Universal access to AI-quality education achieved globally — UNESCO SDG 4 metrics confirm | Economic abundance | target |
| 1 Jan 2035 | Global extreme poverty rate falls below 3% — World Bank data confirms AI abundance contribution | Wealth distribution | target |
| 1 Jan 2035 | AI taxation revenues fund majority of social safety net in 3+ nations — structural fiscal shift | Wealth distribution | target |
| 1 Jan 2035 | 3+ G20 nations fund universal healthcare primarily from AI productivity revenues — OECD data | Wealth distribution | target |
| 1 Jan 2036 | 10+ nations operating UBI or guaranteed income — post-scarcity policy goes mainstream globally | Economic abundance | target |
| 1 Jan 2038 | Developing nations close 50% of GDP per capita gap with G7 vs 2024 — World Bank data confirms | Economic abundance | target |
| 1 Jan 2038 | AI-generated wealth measurably distributed to bottom 50% globally — WID.world data confirms | Wealth distribution | target |
| 1 Jan 2038 | Developing nations achieve AI productivity parity with G20 — World Bank confirms convergence | Wealth distribution | target |
| 1 Jan 2040 | Global GDP per capita doubles from 2024 baseline — material abundance broadly accessible | Economic abundance | target |
| 1 Jan 2040 | Nuclear fusion provides 5%+ of global electricity — IEA confirms commercial fusion scaling | Economic abundance | target |
| 1 Jan 2040 | Water scarcity eliminated for 90%+ of global population — UN Water and WHO confirm | Economic abundance | target |
| 1 Jan 2040 | Global Gini coefficient falls 10+ points from 2024 baseline — structural equality shift confirmed | Wealth distribution | target |
| 1 Jan 2040 | Universal healthcare funded by AI productivity revenues operational in majority of G20 nations | Wealth distribution | target |
| 1 Jan 2044 | Superintelligent system operational — cognitive labor entirely optional for humans | AI capability | target |
| 1 Jan 2044 | Physical labor broadly optional — robots perform majority of measurable physical work globally | Robotics | target |
| 1 Jan 2044 | Traditional employment optional globally — ILO confirms structural shift across all major economies | Labour market shift | target |
| 1 Jan 2044 | Universal material abundance — basic needs met for 90%+ of global population without labor requirement | Economic abundance | target |
| 1 Jan 2044 | Money largely irrelevant for basic needs in 3+ major economies — Musk optional work model threshold | Wealth distribution | target |