[GCP Billing & Vertex AI] Solving Gemini Cost Allocation in a Single Project: Vertex AI Dynamic Billing Labels in Action
Pain Point: How to Accurately Allocate Gemini API Costs Within the Same Project? When...
Tutorials
Hybrid Local + Cloud LLMs in 2026: When to Use Ollama and When to Pay for Fable
I run a local model and I pay for cloud models, and the most common question I get is "which one...
My Experience at Code on JVM Chennai: From DSA in Production to Building AI Products
Recently, I attended the Code on JVM Chennai meetup, and it was an incredible learning experience. As...
InsightsTrack + Pulse: I taught Claude Desktop to read my web analytics (via MCP)
This is a submission for Weekend Challenge: Passion Edition What I Built InsightsTrack is...
Your AGENTS.md Needs an Executable Contract, Not More Advice
Keep repository instructions honest by testing required paths, approved commands, and review dates in CI with a small shell-free Node.js checker.
I built a personal "Agentic OS" that runs my DBA work — with approval gates, audit trails, and a $0.01 morning brief
A local-first orchestration layer for AI agents, built by an Oracle DBA who doesn't trust anything that touches a database. Kernel, permission tiers, MCP tools, live dashboard.
5 Lessons From Letting My AI Coding Agent Open Its Own Pull Requests
TL;DR I let my autonomous coding agent open real pull requests without a human in the...
You Built an App With AI. Is It Safe to Publish?
The six things to check before you hit “publish” — in plain English, no coding required. You...
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...
#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.