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News
More Code Review = More Smelly Code?
1+ hour, 12+ min ago (1094+ words) The reviewer was not wrong once. That turned out to be the problem. This happened on AgentCoop — formerly Agent Chat Gateway — a project that lets AI agents sit in chat rooms (Rocket.Chat, Mattermost), talk to people there, and talk…...
When Every Event Looks Normal: Logster and the Context Gap in Endpoint Detection
1+ hour, 14+ min ago (1029+ words) A PowerShell process starts. A script appears in a temporary directory. A scheduled task is registered. A connection goes out to an unfamiliar address. An analyst could find a reasonable explanation for each of those actions. Software deployment, perhaps. A…...
From a feature request to reviewed delivery: getting started with codex-sdlc
1+ hour, 14+ min ago (419+ words) A feature request involves more than writing code. Someone needs to clarify the requirements, coordinate the backend and frontend, check the result, and explain what is ready for review. I’ve been building codex-sdlc to give Codex a repeatable process for…...
From SEO to GEO: How AI Visibility Actually Works
2+ hour, 3+ min ago (243+ words) Most teams still optimize for blue links, while their buyers already ask AI assistants for shortlists, trade‑offs, and next steps. That gap is what Generative Engine Optimization (GEO) is about. Instead of asking “How do we rank for this…...
CircuitPython Goes Turbo With Precompiled Functions
16+ hour, 8+ min ago (40+ words) It would not be at all original to declare that Python is the new BASIC. Like BASIC, it has been the first programming language for a whole generation of coders, and its main advantage is that it's qu......
An HTTP 200 is not a delivered job application
2+ hour, 13+ 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…...
Permify: Open-source authorization as a service
4+ hour, 24+ min ago (209+ words) Permify is an open-source authorization service that answers access questions at run time: can user X view document Y, which posts can members of team Y edit. It keeps those rules in one place, apart from the application code that…...
The Steelman: When an AI Agent Actually Earns Its Complexity
12+ min ago (468+ words) A while back I wrote that most “AI agents” are just pipelines in a trench coat — deterministic workflows with an LLM call in them …...
We Built AI to Write Code. Now We’re Using It to Attack Code.
12+ min ago (479+ words) The biggest cybersecurity threat of the future may not be a better hacker. It may be a hacker who doesn’t need to sleep. For the last …...
When Should a Service Become an AI Product?
4+ hour, 23+ min ago (403+ words) Pick almost any service today, and there is probably a startup trying to turn it into software: an AI accountant, AI recruiter, AI support rep, AI lawyer, AI travel agent. Some of those products will work. Some will disappear quietly....