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News
Introduction | ActionRail
3+ week, 3+ day ago (401+ words) ActionRail is an open-source project by ToolJet. It verifies consequential AI agent actions against deterministic rules and live trusted systems before the underlying tool runs. ActionRail is currently in public beta. Interfaces may evolve before the ActionRail v1 release, which is…...
Automatic Error Recovery in AI Agent Networks
13+ min ago (105+ words) In a single-agent system, failure is simple: the agent errors, you retry. In multi-agent systems, failure is a graph problem. One timeout propagates through the entire pipeline. Without recovery, your system is fragile. AgentForge implements 3 recovery layers: If an agent…...
Six Days of a Silent Crash Loop: One Command That Health-Checks 26 launchd Jobs
14+ 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…...
Linux 7.3 binfmt_misc To Allow BPF Programs To Dynamically Choose Execution Environments
38+ min ago (255+ words) The Linux kernel's binfmt_misc functionality allows non-native/custom files to ne run directly such as for Windows EXE files to be handled by Wine or JAR files to be handled by the Java runtime. For the upcoming Linux 7.3 merge window, the…...
Why Modern Agent Orchestrators Fail at Cost Control
34+ min ago (470+ words) Building a multi-agent coding setup looks easy on a whiteboard. You set up a code-generation agent, pair it with a test-runner agent, add a code-review agent, and hook them up through an orchestrator. In theory, you have built an autonomous…...
🚀 Founding Full-Stack Engineer — Come Build Teyro With Me
57+ min ago (540+ words) I’m looking for a Founding Full-Stack Engineer to join me in building Teyro. And I want to be very clear about what this is. This is going to be hard. Teyro is not another small side project. Teeyro is Duolingo,…...
ENAMETOOLONG: how one dirty database field crashed our static build
1+ hour, 18+ min ago (193+ words) One day the build crashed with ENAMETOOLONG, file name too long. What we fixed. Two things. First, a length guard right in the address generator. Any address segment longer than a sane limit is dropped and the page is not…...
Building UniFi Reactor: state-driven network automation for my Kubernetes homelab
57+ 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 Finally Understood Linux Repositories (Main, Universe, Restricted & Multiverse) as a Linux Mint Beginner
58+ min ago (579+ words) When I switched from Windows to Linux Mint, I noticed something interesting. Almost every installation guide started with commands like: The commands worked, but one question kept bothering me: "Where is Linux downloading these applications from?" In Windows, we usually…...
Cómo solucionar `docker run` con `Exited (1)` en Raspberry Pi
1+ hour, 38+ min ago (168+ words) El código de salida 1 indica que el proceso principal del contenedor terminó con un error genérico. En Raspberry Pi, los casos más comunes son: 🔍 Nota crítica: En tu comando original docker run --net = host -d -t myimage, hay un error…...