A Vibe Is Not a Verdict: I Built a Tool That's Allowed to Say 'I Don't Know'
My gut screamed scam. My tool said 'I don't know' — and that refusal is what actually cracked the case. An experiment in why honest CLIs beat confident ones.
Tutorials
Ditching JSON & SQL Friction: Designing an Object-Shaped Memory Engine (Part 2)
For a long time, backend engineering has been divided into two camps: Relational databases (SQL) for...
Killing the Frontend: Building the Agent-Native Stack (Part 1)
For the last two decades, software engineering has followed a predictable formula: build a database,...
I built MargIQ to learn which AI workflows actually need expensive models
Stop treating every AI workflow the same: optimize models where it actually matters Most...
Serving Agent Traffic Without Breaking Your Origin
You keep an origin healthy while staying open to AI agents by caching the cheap, near-static surfaces...
I built a VS Code extension that reads your code aloud and narrates git diffs with AI
I do a lot of doc-heavy and review-heavy work, and I kept losing time re-reading dense markdown and...
My RAG evaluation pipeline returned nan — here's what that taught me about Groq, RAGAS, and production LLM systems
I built four GenAI projects before this one: a PDF chatbot, a tool-calling exam-prep agent, a manual...
How I Use Client Demos To Manage Freelance App Projects In 2026
A software project can look extremely busy while delivering almost nothing a client can use. Files...
Hyperscalers Are Building the Digital World Like It’s 2015 — And It Shows
I didn’t set out to diagnose hyperscalers. I wasn’t doing a grand industry analysis. I wasn’t mapping...
Codegraph
How I Built CodeGraph: A Living Knowledge Graph That Tells You What Breaks Before You Break It Built...
Architecting the Truth: How CRDTs and Hybrid Logical Clocks Solve Distributed AI Synchronization
The modern enterprise is deploying dozens of autonomous AI agents across distributed systems. But we...
I Gave an AI Agent an Impossible Target to See If It Would Cheat
TL;DR A "loop" is not an agent grading its own work. It is an external script that re-runs the...
Part 2: When Nobody Grades Their Own Homework
TL;DR Some things can't be checked with a number, like whether an animation feels right. So a...
Part 3: A Loop Whose Job Is to Do Nothing
TL;DR This loop runs on a schedule and succeeds by doing nothing almost every night. The pass/fail...
Yes-Brainer — A council of LLMs that debate in the browser
Yes-Brainer is a council of AI models for the decisions that aren't no-brainers. One question fans...
How We Built DJ ROOTS: An AI-Powered Music Recommendation Platform
🎧 DJ ROOTS – Building a Real-Time Collaborative Music Platform with Gesture Control Crowd...
What building a remote MCP server taught me about authentication
When I started building Opula - a hosted MCP server that lets Claude read your portfolio, net worth,...
Amazon Bedrock Managed Knowledge Base: What Developers Actually Need to Know
On June 17, 2026, AWS launched Amazon Bedrock Managed Knowledge Base, a fully managed...
StudyMate AI
StudyMate AI: Building a Voice-First Adaptive Learning Engine That Actually Knows When a...
When They Know: Why Chaos is Just Order We Haven’t Found Yet
WHEN THEY KNOW the hidden mathematics behind the madness, chaos ceases to exist. To the human brain,...
Comment on a appris la culture de notre équipe à un agent IA
Google Antigravity : Rules, Skills, Workflows et Tâches planifiées pour transformer un agent IA générique en vrai membre de l'équipe. Retour d'expérience depuis Libreville.
Building PathFindr: An AI-Powered Campus Navigation App with Expo and Sarvam AI
Navigating a large university campus can be overwhelming, especially for new students, visitors, and...
I gave an AI agent the same deployment on four clouds.
Full disclosure up front: I run one of the four platforms in this test (redu.cloud), so take my...
Codex no VS Code não carregava no Linux Mint: falha no sync de plugins, IPv6 quebrado (solução)
Descrição curta / resumo A interface da extensão Codex ficava completamente vazia no VS...