2023-03 → Present
The AI takeoff is happening.
We're measuring it.
Future Shock maps the accelerating trajectory of artificial intelligence — across models, compute, robotics, research, and open source. Updated daily. No hype. No financial advice. Just the signal.
Six Tracking Axes
The dimensions of accelerationModel Capability
Benchmarks, multimodal, agents, context windows, tool use
Compute & Chips
GPU releases, FLOPs/dollar, training clusters, energy
Robotics
Humanoid milestones, autonomous deployments, LLM-driven demos
Research Velocity
arXiv publication rate, breakthrough papers, citation velocity
Open Source
GitHub commit velocity, AI co-authored code, framework growth
Policy
Government action, regulation, defense, trade, AI governance
Latest Signals
Updated dailyNvidia says it plans to bring DLSS 5 to older RTX 40-series GPUs "once RTX 50 Series performance is more fully tuned" (Sean Hollister/The Verge)
Sean Hollister / The Verge : Nvidia says it plans to bring DLSS 5 to older RTX 40-series GPUs “once RTX 50 Series performance is more fully tuned” — Nvidia won't confirm that previously announced DLSS 5 games will still ship with the tech. … But unofficially, modders have already ported a leaked version … [Editorial note: Nvidia confirmed a future support plan, not current RTX 40 availability; timing and compatible titles remain unspecified.]
Microsoft court filings: an expert hired by publishers found that only ~60K of 8.2M Copilot chat logs contained at least 16 words in common with news content (Lauren Feiner/The Verge)
Lauren Feiner / The Verge : Microsoft court filings: an expert hired by publishers found that only ~60K of 8.2M Copilot chat logs contained at least 16 words in common with news content — Fewer than 1 percent of more than 8 million chat logs regurgitated at least 16 words. … Microsoft's Copilot rarely reproduces … [Editorial note: Court-filing evidence, not a judicial finding; the log-selection method and 16-word overlap threshold limit what the percentage proves.]
[2609.02786v1] SafeEvolve: Harness-Policy Co-Evolution from Agent Experience for Safety Alignment
[2609.02786v1] SafeEvolve: Harness-Policy Co-Evolution from Agent Experience for Safety Alignment Skip to main content Search arXiv Press Enter to search · Advanced search --> Computer Science > Artificial Intelligence arXiv:2609.02786v1 (cs) [Submitted on 2 Sep 2026] Title: SafeEvolve: Harness-Policy Co-Evolution from Agent Experience for Safety Alignment Authors: Qinghua Mao , Wanying Qu , Dadi Guo , Leitao Yuan , Qingyu Liu , Yu Li , Guanxu Chen , Yanwei Fu , Xi Lin , Xia Hu , Dongrui [Search snippet: We propose <strong>SafeEvolve, an experience-driven self-evolving framework for agent safety alignment</strong>. SafeEvolve leverages safety experience from completed on-policy trajectories to drive a continual loop of harness-policy co-evolution.] [Editorial note: Submitted September 2; primary preprint with author-run results and no independent replication located.]
California’s Workplace AI Decision-Making Bill Heads to Governor
California’s Workplace AI Decision-Making Bill Heads to Governor Daily Labor Report Print Email Share To: Facebook LinkedIn California businesses would have to limit their use of AI-powered decision tools in firing or otherwise disciplining their workers under legislation going to Gov. Gavin Newsom’s desk. The bill ( SB 947 ) is a revised version of last year’s “No Robo Bosses Act,” which Newsom (D) vetoed . This year’s measure, which won final legislative approval Monday, would ban businesses f [Search snippet: 1, 2026, 12:30 AM UTC ... California lawmakers have passed <strong>state Senate Bill 947</strong>, which would limit employers' use of AI tools in workplace decision-making. ... California businesses would have to limit their use of AI-powered decision tools ...] [Editorial note: The legislature sent SB 947 to Gov. Newsom on August 31; it is awaiting signature or veto and is not yet law.]
Union workers rally in San Francisco against AI advances and workplace effects – KION Central Coast
Union workers rally in San Francisco against AI advances and workplace effects – KION Central Coast circle-arrow Play Button Stop Button chevron-right chevron-left chevron-up search warning chevron-left-skinny chevron-right-skinny x clock calendar play-button cancel-circle user twitter facebook youtube instagram email linkedin Home News California News U.S./World Politics Money Social Media/Technology Weather Interactive Radar Domenico’s Weather Cam Sports Prep Scoreboard KMUV T23 Entreten [Search snippet: Labor unions are drawing a line in the sand, demanding that Gov. Gavin Newsom sign major workplace AI protections. Da Lin reports.] [Editorial note: Local reporting verifies the rally and union campaign; it represents participant views, not measured statewide opinion.]
Where $31.6 trillion of capex flows in the era-defining AI build-out | PwC
The slower-adoption case assumes AI uptake proves shallower than the build-out pipeline assumes, with operators scaling back GPU procurement first and construction following as the overhang becomes visible. The two geopolitical ‘what-ifs’ are tested through additional scenarios. The first models the effect of escalated export controls on advanced semiconductors and retaliatory restrictions on critical raw materials, with impacts concentrated in GPU-intensive markets and recovery dependent on supply chain depth. [Editorial note: Published September 2; the $31.6T figure is a modeled cumulative global data-centre projection through 2050, not committed or AI-only spending.]
Featured Essays
Durable Future Shock pieces from the newsletter archive: agent coordination, AI infrastructure, security, and the systems around the models.
Work
The K-Curve
The widening gap between people who compound value from AI and those who tried it once and bounced.
Open source
The Quantization Underground
How a four-line experiment changed the way small AI models are compressed and run locally.
Coordination
We Made AI Agents Negotiate the End of the World
The same model behaved differently depending on which other agents were in the room.
Agents
The (Missing) Layer Between You and Your Agents
What is missing between the agents doing the work and the person trying to understand what happened.
Infrastructure
The Grid Under the Cloud
The next decade of AI will be shaped by the places that can power, cool, permit, and physically host it.
Accountability
Promise Nothing, Claim Everything
Six competing AI companies arrived at remarkably similar terms for warranties, liability, and training data.
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