Skip to main content
Back to blog

AI

16 posts

·15 min readAI

What agentic coding actually looks like

Agentic coding changed how I build software. Not in the way the hype suggests.

·16 min readAI

Hermes Agent by Nous Research: the AI agent that actually cares about security

What Hermes Agent is, how it compares to OpenClaw on security and usability, and why it earned my trust.

·10 min readAI

How I would design an ad platform for LLMs

A technical breakdown of how a middleware ad layer for LLM APIs could work, why the economics demand it, and whether it should exist at all.

·11 min readAI

Building RAG pipelines with local models

How to build a retrieval-augmented generation pipeline using local models and your own documents, without sending data to cloud APIs.

·3 min readAI

Using OpenRouter to access multiple AI models

How OpenRouter gives you a single API to access models from OpenAI, Anthropic, Google, and others without managing multiple accounts.

·3 min readAI

How agent skills work

What agent skills are, how they extend AI coding assistants with reusable workflows, and why they matter for developer productivity.

·3 min readAI

AI-assisted code review workflows

How I use AI tools to review code before committing, catch bugs early, and maintain consistency across projects.

·12 min readAI

What is an MCP server and why should you care?

An introduction to the Model Context Protocol, what MCP servers are, and how they let AI assistants interact with external tools and data.

·11 min readAI

Getting structured output from language models

Techniques for getting LLMs to return JSON, typed objects, and other structured formats reliably, from prompt engineering to constrained decoding.

·2 min readAI

OpenCode: an open-source AI coding assistant

A look at OpenCode, an open-source terminal-based AI coding tool, and how it fits into my development workflow.

·9 min readAI

Fine-tuning small language models for specific tasks

A practical introduction to fine-tuning small LLMs for domain-specific tasks using tools like Unsloth and LoRA.

·4 min readAI

Comparing AI coding assistants: Claude Code, Cline, and OpenCode

An honest comparison of the AI coding tools I have used, what each does well, and which one fits different workflows.

·2 min readAI

Getting started with Open WebUI and Ollama

How to run local LLMs on your own machine with Ollama and put a clean web interface on top with Open WebUI.

·16 min readAI

Building an MCP server with TypeScript

A step-by-step guide to building your own Model Context Protocol server in TypeScript to give AI assistants access to custom tools.

·16 min readAI

What HuggingFace actually is

I thought HuggingFace was just GitHub for AI models, but that comparison sells it way short.

·12 min readAI

Running local LLMs on a consumer GPU

What you need to run large language models locally, which models fit on consumer hardware, and how to get the best performance.