Posts
Mastering Context: Configuring AGENTS.md for Web Projects
You tell your agent to use tabs instead of spaces. It fixes the file. Ten minutes and four prompts later, you glance at a new component and there they are again — two spaces, indenting quietly like you never said a word. You didn’t imagine the first fix. The model just forgot it happened, …
Iterative Debugging: Fixing Hallucinations in 9B Local Agents
You hit enter. OpenCode spins up a 50-line component, the terminal goes quiet for a second, and then your dev server throws it back at you in red: ReferenceError: window is not defined. The agent just wrote perfectly confident, perfectly broken code — it reached for window.innerWidth like it was …
Integrating MCP (Model Context Protocol) with OpenCode for Web Dev
You ask your local agent to write an Express route that aggregates monthly sign-ups, and it hands back a query filtering on users.created_date. Your column is created_at. The agent didn’t get this wrong out of carelessness — it never saw your database. It guessed at a plausible schema because …
The Ultimate Guide to Local AI Coding with OpenCode and Ollama
GitHub Copilot goes down on a Tuesday afternoon. You’re mid-feature, context loaded, and suddenly the autocomplete suggestions stop. You refresh. You wait. You check the status page. Partial outage. No ETA.
Or maybe it’s a different kind of Wednesday — the one where HR sends a …
Mastering the OpenCode Terminal User Interface
Ollama is running. The model loaded. You’ve confirmed it generates clean code from the command line. Now you open a coding session and immediately hit the workflow problem: you type a prompt in one terminal, copy the output, switch to your editor, paste it, check the line numbers, realize …
The Enterprise Case: Security and Privacy with Local AI
Your team completes a three-month migration to an air-gapped environment to satisfy new compliance requirements. Two security audits. Significant budget. Two weeks after go-live, someone discovers the developers are using personal phone hotspots to access GitHub Copilot — because the local …
Hardware & VRAM Guide for Local Code LLMs
You pull a 9B coding model in Ollama, ask it to write a simple function, and your laptop sounds like it’s trying to take flight. Three minutes pass. The fan doesn’t slow down. The output finally arrives — at roughly the pace of someone typing with one finger. You check nvidia-smi. The …
The Best 7B and 8B Code Models for Local Development in 2026
You’ve configured Ollama, built a custom Modelfile, and wired it to OpenCode. The stack works. Then you ask the model to generate a React component using the use() hook from React 19, and it confidently produces code using patterns from React 16. You try a Rust async function with 2024 edition …
Installing and Configuring Ollama for Code Generation
You install Ollama, pull a model, and type a prompt into your coding agent. Nothing happens. The cursor blinks. After 45 seconds, the agent returns connection refused. Ollama is running — you can see the icon in the system tray — but the default install was not configured for a coding workflow.
The …








