Exploring how AI is reshaping our world
Daily analysis of AI tools, research, and industry shifts — written for engineers and decision-makers.
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How to Evaluate LLMs for Your Use Case (2026 Guide)
Public benchmarks got you to a shortlist. Here’s how to build the task-specific eval suite that decides what actually ships — including which benchmarks still differentiate frontier models in 2026, how to wire evals into CI/CD, and which tools work…
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MCP 2026-07-28: Stateless Core, Enterprise Auth Lands
The MCP spec shipped July 28 with its biggest changes yet: sessions removed, OAuth 2.1 compliance required, embedded UI and…
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Claude Opus 5: Near-Frontier at Half the Price
Claude Opus 5 launched July 24 at $5/$25 per million tokens — half the price of Fable 5 — and…
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Why 88% of Enterprise AI Pilots Never Ship
88% of enterprise AI agent pilots never reach production — not because of bad models or bad data, but because…
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Unisound U2: 266B MoE at $0.15/MTok, Built for Agents
Unisound — a Beijing-based speech AI company most known for IoT voice engines — released U2 in June 2026: a…
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AI Agents Are Live. Governance Is Still in the Lab.
72% of enterprises have AI agents in production. 60% have no formal governance framework. The July 2026 O’Reilly and Technology…
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Agentic AI vs Automation: The 71% Productivity Gap Explained
Stanford’s 51-case Enterprise AI Playbook confirms agentic AI delivers 71% median productivity gains—versus 40% for traditional automation. The gap isn’t…
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ARC-AGI-3 Milestone 1: What the Prize Winners Reveal
Every frontier model scores below 1% on ARC-AGI-3 while humans solve all 135 environments with no instructions. The Milestone 1…
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Google Drops Three Gemini Models, Teases Gemini 4
Google released Gemini 3.6 Flash, 3.5 Flash-Lite, and 3.5 Flash Cyber on July 21. The Flash model scores 49% on…