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News
Right Tool, Wrong Arguments: The Agent Failure Your Evals Wave Through
2+ hour ago (480+ words) Your agent picked the correct tool. It routed to refund_order when the user asked for a refund. Your eval suite went green. And then it issued a $4,200 refund on order #0 because the argument extraction fumbled and defaulted the ID to zero....
Observability should be a `git diff`, not a weekend: instrumenting an AI app with one command using SigNoz
2+ hour, 10+ min ago (720+ words) Built for the Agents of SigNoz hackathon — Track 1, AI & Agent Observability. The hackathon brief names it perfectly: AI agents are chaining LLM calls, invoking tools, hitting vector DBs, and making decisions autonomously. But when latency spikes, costs explode, or an…...
The Art of Writing a Good Post-Mortem
2+ hour, 9+ min ago (239+ words) A good post-mortem is a piece of technical writing. It should be readable by someone who wasn't there, convey the timeline clearly, and suggest concrete changes. Most are none of these things. They're a wall of Slack screenshots. Here's how…...
UP researchers build first Filipino-made air quality monitor
2+ hour, 17+ min ago (403+ words) MANILA, Philippines — A chemist and an engineer from the University of the Philippines developed the first Filipino-made air quality monitoring device. Len Herald Lim of the Institute of Chemistry began collaborating in 2014 with engineer Paul Alexander Darwin of the UP…...
Evidence First, Answer Second: Building an Observable Industrial AI Agent with SigNoz
2+ hour, 24+ min ago (996+ words) Most AI systems are designed to give an answer. That is useful in a chatbot. On a factory floor, it can be dangerous. While building Industrial IoT Anomaly Control, I kept coming back to one question: What should an AI…...
AgentATC
4+ hour, 7+ min ago (758+ words) Track 3: AI & Agent Observability — "Agents of SigNoz" Hackathon (WeMakeDevs × SigNoz, July 2026) Every team at a hackathon like this is going to show you an agent that's slow, or an agent that errors. Tasks bounce endlessly between an Executor and a…...
An AI Coding Cost Tracker Needs a Measurement Contract
3+ hour, 56+ min ago (267+ words) The most dangerous number in an AI coding dashboard is the one labeled cost without a definition. A local tool can reconstruct token activity from Claude Code and Codex session records. It can apply a dated model-price table. That produces…...
DeepSeek API Balance Endpoint: Live Check and Monitoring
6+ hour, 36+ min ago (1701+ words) Live test: July 25, 2026 | Official endpoint | Three privacy-safe requests | All monetary values redacted This is an independent technical test. Chat-Deep.ai is not the official DeepSeek Platform or billing portal. If you still need general setup, start with our published DeepSeek…...
Our incident-response agent got the root cause wrong 7 times out of 12. It still never made a bad rollback.
6+ hour, 16+ min ago (739+ words) We ran Agent K against 12 seeded production incidents. It named the correct root cause 5 times out of 12 — 3 out of 9 if you discard the runs we couldn't cleanly attribute. Over the same 12 runs it produced the correct rollback / no-rollback verdict 10 times,…...
How monitoring alerts helped me trace a recurring outage to one failing switch
6+ hour, 55+ min ago (243+ words) For a while I had this recurring problem — servers would just drop off the network randomly, no clear pattern, and every time it happened I'd spend ages trying to figure out why. Nothing obvious ever connected the dots. I started…...