Your AI code reviewer ran my malware (85% hit rate)
Two July 2026 disclosures show AI coding agents executing planted payloads and leaking private repos, all through context the agents were built to trust.
Tutorials
🚫 Stop Using These Bad Coding Habits (Your Future Self Will Thank You)
Writing code is easy. Writing code that your future self (or your teammates) won't hate is the real...
I Built a Freelance Rate Calculator With AI, Shipped It, and Walked Away
Last month I shipped RateForge, a free freelance rate calculator that generates AI-powered, shareable...
Running Claude Code on AWS Bedrock: IAM, SCPs, and the Governance Model Most Teams Get Wrong
Cross-posted with permission from iqraa.tech — the full guide has the complete IAM policy, SCP...
How We Cut AI Coding Costs from $10K to $3K/Month with Task-Level Model Routing
The Problem Nobody Talks About Every AI coding tool sells you on the frontier model....
The Secret to Always-On Audio AI: Why Your Android App Needs a DSP (and How to Implement It)
Imagine you are building the next generation of "always-on" smart assistants. Your app needs to...
PVM:Give any LLM long-term memory.No API keys,no GPU,~800 lines Python.
PVM: Give any LLM long-term memory. No API keys, no GPU, ~800 lines Python. Every LLM...
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.
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,...