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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…...
Six Days of a Silent Crash Loop: One Command That Health-Checks 26 launchd Jobs
1+ hour, 50+ 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…...
I Built an Investigation-First Debugger for AI Agents — TraceMotive v0.3
4+ hour, 36+ 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…...
Your Agent Is 95% Reliable at Every Single Step. That Means It Fails More Often Than It Works.
1+ hour, 25+ min ago (36+ words) The arithmetic nobody runs before the demo, and why the fix isn’t a better model Someone builds an …...
11 things that actually broke when a non-developer self-hosted an agent gateway
9+ hour, 37+ 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
10+ hour, 36+ 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…...
Oya: The runtime for OAgents
14+ hour, 56+ min ago (743+ words) AI agents quietly rewrite the values they pass around, run steps out of order, and re-bill every byte at token rates, because the model reads state it never needed to see. OyaAI runs OAgents on a deterministic runtime that closes…...
🍬 Candy Logger v2.1.0 - The Correctness Release
15+ hour, 43+ min ago (1089+ words) Candy Logger v2.1.0 is now available. This release focuses on making Candy Logger correct, secure, reliable, and production-ready. Version 2.1.0 improves serialization, security, console interception, persistence, UI behavior, accessibility, mobile support, and the underlying architecture. It also introduces a cleaner core API…...
Harness Engineering - Part 8: Observability
17+ hour, 59+ min ago (1299+ words) Welcome back to the Harness Engineering series — a 10-part journey from raw language model to production-ready agentic system. Made by builders. For builders. In Part 7, I closed on a line worth expanding: "I built an agent" vs "I built an…...
Why logrotate silently does nothing and how to actually debug it
19+ hour, 46+ min ago (325+ words) A config that doesn't error is not a config that works. logrotate misconfigurations don't fail loudly. They fail silently. You only find out when /var/log is 100% full and something crashed. The copytruncate directive exists because some processes don't respond…...