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News
More Code Review = More Smelly Code?
6+ hour, 45+ 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…...
An HTTP 200 is not a delivered job application
7+ hour, 46+ 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…...
TrueFoundry vs OpenRouter: Which AI Gateway Fits Your Stack?
10+ hour, 10+ min ago (949+ words) TrueFoundry and OpenRouter both solve the same problem, routing your app to the right model, but they solve it for different teams. One bets on enterprise control. The other bets on scale and speed. We tested both to find out…...
From AWS Security Hub to Client-Ready HTML: A Private AI Reporting Pipeline
10+ hour, 26+ min ago (1177+ words) Security scope: This walkthrough is for authorised defensive reporting in AWS accounts you own or operate. It uses only synthetic names and example paths. Do not place real customer findings, account identifiers, IP addresses, or internal hostnames into public examples....
Multi-repo AI review: a context problem, not a volume problem
13+ hour, 6+ min ago (1117+ words) Most buyers asking which AI code review tool fits a large engineering team with multiple repositories are still given a long list of PR scanners. That list answers the wrong question. Review across many repos stops being a volume problem…...
My Harness Used One Label for Three Different Failures.
13+ hour, 11+ 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…...
Docker vs. Kubernetes: Which Should You Learn First?
13+ hour, 23+ min ago (640+ words) This question comes up constantly, and the honest answer is that it's not really a choice between two competing tools — it's a question of sequence. Docker and Kubernetes solve different, related problems, and one is a genuine prerequisite for the…...
Build in the VM, Think on the Mac GPU: Debian 13 on Apple container With a Local Gemma 4
14+ hour, 29+ min ago (1539+ words) This article walks through building a Debian 13 machine under Apple's container CLI on an Apple silicon Mac, and then wiring that machine to a local LLM running on the Mac's own GPU. Getting there has two halves, and the first…...
Your AI Agent Is Not Improving Until Its Failures Become Test Cases.
11+ hour, 3+ min ago (342+ words) A production trace helps you improve only when someone reviews the weak interaction, saves it as a test case and reruns …...
Two "Codex CLI" models on the same benchmark: the harness hides the model
15+ hour, 11+ min ago (260+ words) Specific Labs dropped Real-SWE, an enterprise-code SWE benchmark, and the leaderboard is a great study in why you should never read "Claude Code" or "Codex CLI" as a model name. Same harness, two different brains: Same vendor's CLI, same harness,…...