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How to Split an AI-Generated PR Into a Reviewable Stack
Coding agents ship faster than we can review. GitHub's own playbook for turning one giant AI-generated pull request into a stack of small, reviewable layers — with the exact commands and the trade-off nobody mentions.
how-togithubaiworkflowengineering
From 'No One Would Ever Do This' to 'Sure, Why Not'
Karpathy gave an LLM the first paragraph of Lord of the Rings, a $10 token budget, and two hours. It wrote 5,500 lines of code and rendered a world. The demo is fun — the economics and the review problem are the story.
aillmengineeringworkflowopinion
AI Video Just Hit 30 Seconds, and the Bottleneck Moved
ByteDance's Seedance 2.5 generates coherent 30-second audio-video clips with timestamp-level editing. The interesting part is not the demo — it is what happens to review workflows now.
aivideotoolingengineering
The Tailscale Lesson in the Hugging Face Intrusion
An AI agent used a stolen Tailscale auth key to enroll 181 nodes. The uncomfortable lesson is not that Tailscale broke — it's that long-lived credentials still do.
securityaiinfrastructureengineering