26 Repos in 29 Days With an AI Pipeline: What Actually Broke
This was originally published on the LK Forge blog, where the commit chart is interactive and you...
Tutorials
#12 The First Time I Opened a Door to the Outside Internet
For months, all of my tools lived inside the building. They ran on a small server in the hospital,...
I Built a CLI That Scans AI Agents Against the OWASP Agentic Top 10
I spend my weekdays thinking about liability. Not the fun kind — the regulatory kind. I'm a...
I Open-Sourced My AI Agent Framework: Agents With Character, Rules, and the Ability to Build Their Own Tools
I'm a lawyer. I write contracts, not Python — except I also write Python, because the legal mindset...
What's the Difference Between RAG and Agent Memory?
RAG retrieves from a fixed document corpus at query time; agent memory stores what the agent learned from interactions and updates it over time. Read-only retrieval vs read-write l...
What Your AI Coding Agent Looks Like to a SIEM
Sophos ran a week of endpoint telemetry on Claude Code, Cursor, and Codex. 56.2% of blocking hits were credential access. The agents were working correctly.
Anatomy of a Full RAG Application: Every Concept, One Self-Hosted Stack
Parsing, chunking, hybrid search with RRF, reranking, knowledge graphs, token budgeting, and parallelism — every layer of a production-grade RAG app, with real code.
AI Fluency Series · Project 1: Streaming Chat Or: how I spent a day proving a bug I was causing myself.
Disclaimer: a dumb little start to leveling up my AI fluency. Nothing fancy, no grand architecture,...
Building HemoConnect: An AI-Powered Companion for Thalassemia Management
When managing a chronic condition like Thalassemia, patients and their caregivers often face a...
Agent works one repo at a time. Work doesn't.
I support features across multiple repos. Backend, contract, frontend — three repos, one feature....
A Real Estate Lead Bot Accepted a "$0 to Infinity" Budget. Then It Fell Apart Under a Prompt Injection Attack.
A routine chatbot audit on a real estate lead-qualification bot surfaced the exact kind of failures...
I Control My Mac with Voice — Say Hey Jarvis and It Does Everything
I built a voice assistant that controls 45 AI tools. I say "Hey Jarvis" and it executes. ...
How I Automated 9 YouTube Channels at ₹0/month
I run 9 YouTube channels that post daily. I dont touch any of them. Total cost: ₹0. The...
A month of AI agents in production — June 2026: what broke, what got fixed
Monthly production digest from a multi-project AI workspace. June 2026: six boring engineering incidents, all caused and fixed by the same agents.
🧩 Runtime Snapshots #19 - We Opened the Format.
Most things that ship under "browser MCP" are the same thing wearing different names: an autonomous...
Decoupling Prompt Engineering from your Deployment Pipeline
A deep dive into using the Humanloop MCP server to decouple prompt engineering from deployment pipelines and implement true LLMOps.
From REST to MCP (1/2): Different Dimensions
Intro An MCP server can look like another API layer: expose existing REST endpoints as...
How a preinstall hook silently ran malware on npm install
On July 11 2026, npm install jscrambler ran a Rust infostealer before the package finished installing. The attack anatomy and what to audit in your pipeline.
Skill Bodies Should Load on Demand
Skill Bodies Should Load on Demand A good skill system has two jobs that pull in opposite...
Stop Symlinking Your Cursor and Claude Code Rules — Generate Them Instead
If you use both Cursor and Claude Code on the same repo, you have probably noticed both tools support...
Building a minimal, fully modular AI desktop assistant — is there a market for "less bloated" agents?
I'm considering building an AI desktop assistant - web research, document drafting, file management,...
AI is reducing quality
Once upon a time in 2018 I posted a few of my written articles to Reddit and got some...
This week in Cursor + .NET — 8 rules + 1 essay (week ending July 12, 2026)
A weekly digest from the Agentic Architect persistence kit: 8 senior C#/.NET rules and 1 new essay for engineers keeping Cursor honest across sessions.
How to let an AI agent work in your repo without leaking your secrets
Coding agents now run with your shell. They read your files and run your build. They push commits...