Three AI providers went down on the same day. Here's the architecture that didn't care.
On June 2, 2026, Claude, ChatGPT, and Grok all had outages in the same window. If your app calls one provider directly, your app went down t
Tutorials
The free AI gateway, reframed: bring your own key and keep the savings
Most 'free AI gateway' tiers meter your logs and stop recording at a cap. Prism's free tier is different: bring your own provider keys, get
Freelancers Spend Too Much Time Before a Project Even Starts
Most discussions around freelancing focus on delivering projects. But after working with freelancers...
How I built a live demo that breaks agent pipelines in 8 different ways - and why every team building on MCP needs one
TL;DR — The Gauntlet is an open-source Next.js app that connects 7 MCP servers through a LangChain...
How to Fine-Tune LLMs on Your Own Data: Open-Source Models, RL Environments, and Evals
Why post-training open-source models on your own data often beats using frontier models for specialized tasks, and how fine-tuning, RL environments, and evals fit together.
The Hidden Failure Modes of AI Agents
AI agents rarely fail in a clean, obvious way. They do not always crash. They do not always throw an...
AI Builder Notes - Week of June 14, 2026
My thoughts and my twitter’s feeds thoughts
Run GLM-5.2 Locally: The Open Model Nobody Can Ban
GLM-5.2 ships 744B params under MIT license. Here's the hardware you need, the quant that fits, and the setup for llama.cpp, Ollama, and LM Studio.
Building a Tauri + Rust Local Eval Engine: Engineering Invariants for Absolute Reproducibility
Everyone wants a smooth, reliable AI agent, but the reality of building a local engine is… messy....
Why we open sourced our Slack agent (and what we learned about the AI coworker space)
We open sourced Centaur last month—a Slack agent we built for our own investing and engineering work....
Hermes-Crew Hybrid: A Hybrid Architecture for Secure Multi-Agent AI Workflows
Hermes-Crew Hybrid: A Hybrid Architecture for Secure Multi-Agent AI Workflows I built a...
Terraform for AI generated code
Over the past few weeks I've written about the workflows I developed building production systems with...
2026-06-15 Senior Agent Architect Interview Questions
Q1: [流式UI渲染中断与状态修复] 难度： Senior 领域： 生产化AI / Agent架构 对应工作： 今天修复 Flutter 聊天界面 AI...
Beyond RAG: What Are Embeddings in AI? A Practical Deep Dive for AI Engineers
Beyond RAG: What Are Embeddings in AI? Most people think embeddings are simply: “Text...
Orchestrating Google Workspace with Antigravity CLI: A High-Performance Agentic Framework
Abstract This article explores the integration of Google Workspace with the Antigravity...
The Quartz Crisis of Software Engineering
The Quartz Crisis of Software Engineering What Swiss watchmaking's fourteen-year collapse...
From RAG to Knowledge Discovery: What Comes Next for Enterprise AI
From RAG to Knowledge Discovery: What Comes Next for Enterprise AI? Over the past two years,...
FCoP Grew a Project Tree
FCoP Grew a Project Tree Subtitle: How a Mini-Game Task Revealed Product Evolution...
2026年版：AIエージェントに渡すNext.js用ルールファイルの実例と書き方
なぜルールファイルが必要なのか Claude CodeやCursor、GitHub Copilot...
【実体験】Vercel/Supabase無料枠で月数百円に抑える構成と落とし穴
Vercel/Supabase無料枠で月数百円に抑える構成と落とし穴 結論 Next.js + Supabase...
Why I ditched regex scrapers for an LLM parser (and when you shouldn't)
Last month I needed to scrape product details from 30 different e-commerce sites. Each site used its...
Valta: We built hard spending limits that AI agents cannot break
Hey Dev, I built the first tool that gives developers hard spending limits inside AI agents — instead...
Quanto guideline um agente de código precisa?
Disclaimer Este texto foi inicialmente concebido pela IA Generativa em função da...
introducing gh-aw-fleet
I started using GitHub Agentic Workflows a couple months ago: small Claude/Copilot agents that run...