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News
When Every Event Looks Normal: Logster and the Context Gap in Endpoint Detection
5+ hour, 34+ 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…...
I Built a Local Git Diff Explainer With Ollama So My PRs Stop Sounding Like a Robot
1+ hour, 31+ min ago (493+ words) I write better code than I write PR summaries. That is not a flex. It is a confession. Most of my commit messages used to look like “fix stuff or a paste of git diff --stat into a cloud chat…...
An HTTP 200 is not a delivered job application
6+ hour, 33+ 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…...
Agent orchestrators and agent coordinators are not the same layer
8+ hour, 46+ min ago (702+ words) If you only ever run one coding agent, you do not need either of these. Close the tab, you are fine. For everyone else: I maintain Foremerge, and a couple of weeks ago I submitted it to a list called…...
How to Deploy a Modern Web Application to the Cloud in 5 Simple Steps
9+ hour, 6+ min ago (24+ words) Building an application on your local machine is rewarding, but seeing it run live on the web for... Tagged with webdev, tutorial, beginners, cloud....
I Blamed the Firewall for 48 Hours. localhost Resolved to IPv6 First
9+ hour, 10+ min ago (786+ words) This is a 48-hour field notebook, not a victory lap. I will show what I tried, what actually broke, and the small reproduction I wish I had run in the first hour. If you strip every product name out of…...
TrueFoundry vs OpenRouter: Which AI Gateway Fits Your Stack?
8+ hour, 57+ 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…...
Real-Time AI Monitoring: Catching Model Drift Before It Costs You
6+ hour, 15+ min ago (499+ words) Then there’s the drift your own team introduces. Someone tweaks a system prompt to fix one edge case and shifts the distribution of every other output. A retrieval index gets rebuilt with a different chunking strategy. A fallback route that…...
My Harness Used One Label for Three Different Failures.
11+ hour, 58+ 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…...
Build in the VM, Think on the Mac GPU: Debian 13 on Apple container With a Local Gemma 4
13+ hour, 16+ 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…...