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 acceleration
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Model Capability

Benchmarks, multimodal, agents, context windows, tool use

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Compute & Chips

GPU releases, FLOPs/dollar, training clusters, energy

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Robotics

Humanoid milestones, autonomous deployments, LLM-driven demos

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Research Velocity

arXiv publication rate, breakthrough papers, citation velocity

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Open Source

GitHub commit velocity, AI co-authored code, framework growth

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Policy

Government action, regulation, defense, trade, AI governance

Latest Signals

Updated daily
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Apr 18, 2026

Google AI Releases Auto-Diagnose: An Large Language Model LLM-Based System to Diagnose Integration Test Failures at Scale

If you have ever stared at thousands of lines of integration test logs wondering which of the sixteen log files actually contains your bug, you are not alone — and Google now has data to prove it. A team of Google researchers introduced Auto-Diagnose, an LLM-powered tool that automatically reads the failure logs from a […] The post Google AI Releases Auto-Diagnose: An Large Language Model LLM-Based System to Diagnose Integration Test Failures at Scale appeared first on MarkTechPost .

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Apr 18, 2026

Anthropic and Trump: Is a truce near?

Two months ago, the president denounced the AI startup as a "woke" company run by "leftwing nut jobs." But the sides are talking again after Anthropic's new cyber tool sparked fears across the government.

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Apr 18, 2026

Adding a new content type to my blog-to-newsletter tool

<p><em><a href="https://simonwillison.net/guides/agentic-engineering-patterns/">Agentic Engineering Patterns</a> ></em></p> <p>Here's an example of a deceptively short prompt that got a <em>lot of work</em> done in a single shot.</p> <p>First, some background. I send out a <a href="https://simonw.substack.com/">free Substack newsletter</a> around once a week containing content copied-and-pasted from my blog. I'm effectively using Substack as a lightweight way to allow people to subscribe to my b

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Apr 17, 2026

A brief history of techno-negativity

From the techne pessimists of Ancient Greece to the computer firebombers of the Information Age, here's a look at the long—and fruitful—legacy of refusing the machine.

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Apr 17, 2026

GitHub Copilot CLI now supports Copilot auto model selection

Copilot auto model selection is now generally available in GitHub Copilot CLI for all Copilot plans. With auto, Copilot chooses the most efficient model on your behalf. How it works… The post GitHub Copilot CLI now supports Copilot auto model selection appeared first on The GitHub Blog .

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Apr 17, 2026

Q1 2026 Performance Update: Roughing It in the AI Age

Quick programming note: I’ll be going to China next week for a jampacked trip across four cities to visit many leading AI labs and companies there.

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