News
Deploying Stock Up: A Step-by-Step Guide
1+ hour, 10+ min ago (276+ words) Stock Up is a Telegram Web App designed for family inventory management. Its architecture consists of a Python Fast API backend, a Go notifier worker, a Vanilla JS frontend, and relies on Postgre SQL and Redis. This guide explains how…...
Idempotency Keys: The Safety Net Every Mutation API Needs
1+ hour, 42+ min ago (310+ words) Idempotency keys are the standard fix " and yet they're one of the most under-used patterns in API design. This article explains what they are, how to implement them correctly on both the client and server side, and what can go…...
Your OTel Traces Are Lying to You Observability for the Reasoning Layer
1+ hour, 24+ min ago (22+ words) Three weeks ago someone on the AWS Builders Slack posted something that stopped me cold. Their. .. Tagged with ai, sre, devops, platformeng....
Proof Agent Harness Documentation " Open-source AI agent test harness
4+ hour, 20+ min ago (466+ words) Open-source, domain-aware test harness for AI agents. Multi-turn adversarial evaluations with Harness Juror scoring across 5 production-critical metrics. Run locally, in CI, or scale through Proof Agent Platform. Requires Python 3. 10+. Two ways to install " pick whichever fits your workflow. The published…...
Doubleword " High Throughput Inference | AI Inference at Scale
2+ hour, 59+ min ago (464+ words) Doubleword is the inference provider for large scale, high throughput inference demands like background agents and batched workloads. Process your first 20, 000, 000 tokens for free. Built for background queues, nightly cron jobs, and massive offline ETL pipelines. Don't block your user's…...
'Almost entirely unmanageable': Linus Torvalds says AI bug hunters have ruined Linux security mailing list
7+ hour, 37+ min ago (257+ words) The Linux security mailing list is now "almost entirely unmanageable, since researchers started using Artificial Intelligence (AI) to flood it with useless reports, lead maintainer Linus Torvalds has warned. After describing the latest release candidate as "fairly normal in his…...
Proof Agent " Test your AI agents before they ship
4+ hour, 18+ min ago (46+ words) Enterprise platform for evaluating, monitoring, and governing AI agents. Adversarial multi-juror scoring, production log audits, artifact review, multi-agent orchestration scoring, expert human review, regression tracking across versions. 11+ production metrics. SOC 2-aligned, HIPAA-ready, GDPR-aligned. On-premises and private cloud deployment available....
How to remotely iterate & deploy your sideloaded i OS-apps over tailnet
1+ hour, 52+ min ago (1101+ words) i OS 17+ moved i Phone development tooling onto a stack " Core Device + Remote XPC + Bonjour " that's deliberately scoped to local-network adjacency. The official position is: USB-tether to the Mac, or have the i Phone on the Mac's Wi-Fi. There is…...
Kubernetes Tools
2+ hour, 4+ min ago (648+ words) Every Kubernetes Tool Explained In One Post (And Why They Exist) The Kubernetes Ecosystem Has a Story. Every tool exists because Kubernetes alone wasn't enough. You run everything with kubectl. Get pods, describe, logs, exec, delete, apply, 50 times a day…...
lysofdev-ailog: A git log for Why Your AI Agent Did What It Did
2+ hour, 23+ min ago (1293+ words) If none of those apply, ailog is probably overkill. If even one does, the next 5 minutes will pay you back over the next 5 months. You open a pull request. Forty files changed. The commit message says "refactor auth middleware". You…...