7+ hour, 12+ min ago   (336+ words) Every auto-apply tool I have taken apart marks an application "sent" at the same moment: the instant it dispatches the click. That is a read-back of our own input, and it is the weakest signal in the whole pipeline. I…...

10+ hour, 24+ min ago   (147+ words) The WebGPU path did not have one honest speedup number. Against multithreaded WASM SIMD, the measured improvement was 2.6 times on the Small preset, 6.8 times on Medium, 9.3 times on Large, and 12.1 times on XL. Loss drift ranged from 1.1% to 2.5% across the same…...

15+ hour, 29+ min ago   (154+ words) The practical question is whether avoiding a hosted inference charge still looks economical after the machine, electricity, maintenance, review time, and fallback calls enter the calculation. The measurements cover task outcomes, elapsed time, and API charges. The worksheet leaves equipment,…...

12+ hour, 8+ min ago   (1816+ words) I’m a sr software engineer specialized in Clean Code, Design and TDD Book "Clean Code Cookbook" 500+ articles written Deny by default, or watch your API become someone else's playground. TL;DR: Give every AI agent only the access its task…...

12+ hour, 37+ min ago   (1083+ words) Three fixtures, three separate calls into the same reducer. Here is the complete failure_reasons each one returned, unedited: These are minimal fixtures with no sandbox event and no tool response, so the first and last codes fire in all three and…...

12+ hour, 49+ min ago   (661+ words) Short answer: put compliance notices on a queue, assign one stable idempotency key per notice and channel, and record every attempt before any email or SMS API call. For a B2B SaaS compliance notice, choose the middle row. It adds one…...

14+ hour ago   (733+ words) Ask a coding agent to run a build, and you have just handed a language model the ability to cat ~/.ssh/id_rsa. Prompt-level instructions like "do not read sensitive files" are not a security boundary — they are a suggestion to a…...

15+ hour, 23+ min ago   (232+ words) I was pulling data from SAP through an OData API — every Internal Order from 2020 to today. The response came back with exactly 1000 rows. Not 987, not 1214. A clean, round 1000. Was I happy? No. I got suspicious. In data work, a number…...

18+ hour, 55+ min ago   (641+ words) Knowledge and features Lua AI Fetch the complete documentation index at: /llms.txt Use this file to discover all available pages before exploring further. ​How knowledge and features reach the model Knowledge is a list of resources on the agent....

16+ hour, 58+ min ago   (760+ words) I wanted to build a simple RAG system. That sentence aged badly. The original problem was actually pretty simple. We were organizing a departmental event called Kairos, where participants had to study company information and create pitch decks. The organizers…...