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News
Observability should be a `git diff`, not a weekend: instrumenting an AI app with one command using SigNoz
32+ 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
31+ 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
38+ 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…...
Blocking Bots with Amazon CloudFront Functions, Final Part: What to Log and How to Detect Them
35+ min ago (1345+ words) In the previous article, I built an application detects → edge blocks feedback loop. However, I did not cover the most important part: how the application should actually detect malicious behavior. Without that piece, many readers may still be wondering what…...
Evidence First, Answer Second: Building an Observable Industrial AI Agent with SigNoz
46+ 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…...
Autopilot Usa Hackathon
2+ hour, 39+ min ago (18+ words) Supervity AI $50,000 Prize Pool. One AI Employee to build. The rest? Stay tuned....
AgentATC
2+ hour, 28+ 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…...
Deployment of Python Bot on Koyeb and Heroku using StayPresent
2+ hour, 2+ min ago (417+ words) Render and Railway tend to dominate the conversation around free Python bot hosting, but Koyeb and Heroku are both still widely used, and both come with their own quirks around ports, process types, and health checks. This guide walks through…...
An AI Coding Cost Tracker Needs a Measurement Contract
2+ hour, 18+ 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
4+ hour, 58+ 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…...