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News
Revamping...
1+ hour, 22+ min ago (26+ words) 8–9 months ago, I wrote this code. Today, I look at it differently. Coming back to an old project... Tagged with softwareengineering, agentskills, ai, programming....
The Purple Gradient Problem: Why AI UI All Looks Alike (and How to Fix It)
1+ hour, 46+ min ago (799+ words) You can spot it in about three seconds. There's even an origin story. In August 2025, Adam Wathan — the creator of Tailwind CSS — posted a half-serious apology on X that got over a million views. He was sorry, he said, for…...
I made two AIs review each other's code for 30 days. A human still caught the bug in 5 minutes.
2+ hour, 14+ min ago (905+ words) Last month I let AI write 100% of my code for 30 days. The single loudest lesson wasn't "AI is amazing" or "AI is useless." It was one sentence: the thing that writes the code can never be the thing that reviews…...
AI Website Handoffs: When a Prototype Needs a Real Code Boundary
2+ hour, 11+ min ago (332+ words) A polished AI-generated website can hide an unfinished delivery model. The hard question is not whether a builder can produce a convincing page. It is whether the next person can safely change the real system without reconstructing the original prompt,…...
The best coding agent still gets ~6 in 10 changes wrong. That is your review load.
2+ hour, 27+ min ago (244+ words) While tech review articles argue about what PR length is safe to let an agent produce, the review problem is set by a simpler number: how often the agent is wrong. Specific Labs' Real-SWE benchmark, published September 2026, runs frontier agents…...
The more aggressive matmul kernel lost to the register budget
2+ hour, 17+ min ago (171+ words) The WebGPU matmul sweep started with a naive kernel, then added 16 by 16 workgroup tiling and a 4 by 4 output block per thread. At a 2048 cubed matrix size, the measured time moved from 47.24 ms for the naive kernel to 17.23 ms for tiling…...
I tested 31 MCP servers for contract compliance. Only 3% passed.
2+ hour, 23+ min ago (305+ words) MCP is JSON-RPC over stdio / Streamable HTTP with bidirectional notifications. Normal HTTP chaos tools don't speak it. And even when you test an MCP server, you usually test your agent, not whether the server's contract protects you. Real failures I…...
AI Is Already Better at Coding Than Most Developers. So Why Would a Company Still Hire You?
2+ hour, 23+ min ago (1385+ words) AI can write a React component in seconds. It can create an API, design a database schema, write tests, explain an unfamiliar codebase, debug an error, refactor a function, and generate documentation before you've finished your coffee. And it's getting…...
gh api --paginate --slurp --jq 'length' Counts Pages, Not Issues
3+ hour, 1+ min ago (415+ words) gh api --paginate --slurp --jq 'length' is the command everyone reaches for to count issues in a repository. It does not count issues. It counts pages. I found this while writing pagination recipes for a toolkit, and then found the…...
Your Fine-Grained GitHub Token Gets 404, Not 403. Check These Four Things Before the URL.
3+ hour, 1+ min ago (398+ words) Your script calls the GitHub API with a fine-grained personal access token and gets 404 Not Found on a repository you can open in the browser. The URL is right. The repository exists. You will spend the next twenty minutes checking…...