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News
What I log from AI workflows before I trust the automation
7+ hour, 55+ min ago (385+ words) Most AI workflow posts focus on prompts, tools or output quality. Those matter, but they are not the first thing I want to trust. The first thing I want to trust is the audit trail. If an AI workflow suggests…...
How do you catch it when a model update changes your agent's tool calls?
11+ hour, 16+ min ago (438+ words) Your agent calls get_weather(city="London"). The provider ships a new model version. Now it calls get_weather(location="London, UK"), your downstream parser breaks, and nothing in CI told you. I built a small library for exactly this failure: pip install toolcontract…...
Response Validation: Stop Trusting LLM Output Blindly
7+ hour, 29+ min ago (78+ words) LLM returns an answer. You use it. But did you check if it’s correct? Probably not. You assumed it was right. Wrong assumption. LLMs hallucinate. And you didn’t validate. - Financial decisions (always) - Medical information (always) - Legal statements (always) - User-facing facts…...
Auditing AI agent activity: structured logs for credential access
13+ hour, 30+ 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…...
Your Observability Stack Is Just a Database Decision in Disguise
11+ hour, 11+ min ago (1648+ words) Every team eventually has the same conversation. The bill arrives, someone screenshots it, and a thread starts in #engineering with a message that is some variation of: “we are paying more to watch the system than to run it.” Sampling…...
Introduction | ActionRail
3+ week, 4+ 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
15+ hour, 52+ 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
18+ hour, 38+ 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.
15+ hour, 27+ 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
23+ hour, 39+ 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,…...