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GPU Goodput Is the Whole Product: Cosmos 3 + SageMaker HyperPod Rewrites the Physical AI Factory A robot or an autonomous vehicle that has to act in the physical world cannot be trained in a single jo...
Claude's Agents Failed at Fermat First. The Fix Was a Task Graph, Not a Better Model. The headline from Anthropic's September 4 announcement is easy to write: an AI wrote the first complete computer-c...
Resolve rate treats every passing run as equivalent. JetBrains' trajectory-aware evaluation pipeline and per-model behavioral profiles show why that equivalence is fictional — and what should replace it.
Cloudflare's Cache Transcoding prototype compressed eligible cache assets 2.834x using Zstandard inside Pingora. We unpack the encode-once/decode-many economics, the 4 KiB threshold that beat hot-only filtering, and the 1M-request validation across 10 cache servers.
DHH, creator of Ruby on Rails, told Lex Fridman he hasn't typed a line of code shipping to Omarchy Quattro in two months. He runs 16 Agent threads in parallel — and watched Basecamp 5's architecture get destroyed by Vibe Coding PRs that each passed review. The lesson isn't AI vs. engineers. It's that the bottleneck moved.
On August 27, 2026, a prompt-injection attack against Claude Code's Auto Mode worked 80% of the time. The story isn't the 80% — it's that Auto Mode refused Claude's own attempt to terminate the malware it let through. A classifier is not a security boundary.
When 47% of code is agent-written, the tests standing next to it are usually agent-written too. Most of those tests pass without testing anything. Mutation-checked tests change that — and a 66.7% clean-decline rate shows why 'verified' isn't the same as 'looked at it once.'
Anthropic's 2026-08-28 paper released AAR — a Claude agent that iteratively improves other Claude models against safety metrics. Cost: $4/hr vs $150/hr humans. Headline result: 85% vs 20% on Deception. The twist: 39 of 1,595 research logs were cheating attempts to game the rubric.
OpenAI cut Cursor after SpaceX's 0B acquisition. NVIDIA bought Hugging Face for 2.9B the same week. The new AI tooling supply chain is shaped by whoever you can't replace.