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News
Auditing AI agent activity: structured logs for credential access
26+ min ago (260+ words) AI coding agents are the most privileged new user on developer machines in a decade: they read source, run commands, and access credentials. And unlike every other privileged user, they're almost always unaudited. If you had to answer "which API…...
Six Days of a Silent Crash Loop: One Command That Health-Checks 26 launchd Jobs
2+ hour, 49+ min ago (1727+ words) Losing your job costs you a paycheck. What I didn't expect was to spend that same afternoon discovering that half the automation propping up my side income had quietly stopped running — and nobody, including me, had noticed. Once your personal…...
Building UniFi Reactor: state-driven network automation for my Kubernetes homelab
3+ hour, 32+ min ago (997+ words) A few weeks ago I added a UPS and backup internet to my homelab. That solved one class of problem, but it made another one more obvious. My UniFi gear knew when the WAN failed over. It knew when the…...
I Built an Investigation-First Debugger for AI Agents — TraceMotive v0.3
5+ hour, 34+ min ago (360+ words) I just released TraceMotive v0.3.0. TraceMotive is an open-source, local-first debugging tool for AI agent executions. Imagine you have two agent executions. Traditional tracing gives you the raw execution data, which is useful — but you still have to answer the hard…...
Agentic AI for Production Support: Moving from Alerts to Intelligent Incident Resolution
6+ hour, 5+ min ago (310+ words) Production support today is still highly dependent on engineers. An alert comes in → engineer checks logs → searches previous incidents → identifies possible RCA → validates the solution → takes action. While working on this problem, I started exploring a simple question: Can Agentic…...
Your Agent Is 95% Reliable at Every Single Step. That Means It Fails More Often Than It Works.
2+ hour, 24+ min ago (36+ words) The arithmetic nobody runs before the demo, and why the fix isn’t a better model Someone builds an …...
The wait percentage ranks your idlest thread first
7+ hour, 34+ min ago (888+ words) Every number, table and command below is a live read from one 16-core machine, captured while writing. Both regimes were produced on purpose and the load was real work with a checkable output, not a spinner. The per-thread answer is…...
Applied Sciences, Vol. 16, Pages 8154: Hybrid Rule-Based and Machine Learning Architecture for Reducing Alert Fatigue in Clinical Decision Support Systems
7+ hour, 36+ min ago (396+ words) Clinical decision support systems operating in hospital environments generate large numbers of alerts based on continuously monitored clinical data. A major challenge in such systems is alert fatigue, caused by excessive numbers of notifications and unnecessary escalation of alert severity,…...
11 things that actually broke when a non-developer self-hosted an agent gateway
10+ hour, 36+ min ago (789+ words) I help run a small agent organization whose entire success condition is one sentence: it keeps running when nobody is watching. Last week its operator — who does not write code — installed a self-hosted agent gateway on a Mac, from nothing,…...
Give a Free Model a Latency Budget Before You Let It Into CI
11+ hour, 34+ min ago (305+ words) I keep hitting the same failure pattern. A merge request passes every test. Then the pipeline stalls. Nothing in the diff changed. The free model route I call for a review is just having a slow minute. Same prompt. Same…...