Blog
AI engineering insights, practical advice, and things I'm learning.
AI Coding
How to run Claude Code locally with self-hosted containers
Deploy Claude Code v1.4.0 execution environments to your own infrastructure to secure agent workflows and reduce file operation latency.
Claude Code · Self Hosting · Containerization · Ai Agents
AI Coding
How to Cut Token Costs with the Cursor Compass Router
You will learn how to configure Cursor's request-level routing modes to reduce inference costs while maintaining frontier model performance.
Cursor Editor · Token Optimization · Model Routing
AI Coding
How to Build Claude Code Verification Loops With Skills
Learn how to use Claude Code skills to design iterative verification loops that autonomously run tests and fix errors before returning a response.
Claude Code · Autonomous Agents · Iterative Testing
AI Coding
How to Control Token Budgets in Claude Code via Effort Levels
Learn how to configure model selection and the new effort parameter in Claude Code to optimize token spend and agentic task thoroughness.
Claude Code · Token Optimization · Agentic Workflows
AI Coding
How to Build Programmatic Agents with the Cursor SDK
Learn how to deploy programmatic coding agents in your own applications using the Cursor SDK, Composer 2.5, and the remote Model Context Protocol.
Cursor Sdk · Programmatic Agents · Model Context Protocol
AI Coding
How to Manage Claude Code Workflows via CLAUDE.md
Learn how to control Claude Code's agentic behavior using CLAUDE.md files, reusable skills, lifecycle hooks, and isolated subagents.
Claude Code · Agentic Workflows · Developer Tools
AI Coding
How to Scale Claude Code Across Enterprise Monorepos
Learn how to deploy Claude Code in multi-million line monorepos using hierarchical context, language server protocol integration, and on-demand skills.
Claude Code · Monorepo Scaling · Enterprise Software
AI Coding
Cursor's Autoinstall Bootstraps RL Training Environments
Learn how Cursor uses previous model generations to automate reinforcement learning environment setups, mock dependencies, and verify target commands.
Cursor Editor · Reinforcement Learning · Automated Testing
AI Coding
How to build an iOS app with Claude Code subagents
Learn how to orchestrate parallel subagents in Claude Code to build and ship a production Swift application using natural language and specialized roles.
Claude Code · Ios Development · Ai Agents
AI Coding
How to Build Programmatic Agents With the Cursor SDK
Learn how to automate engineering workflows and deploy specialized coding agents using the TypeScript-based Cursor SDK and Cloud Agents API.
Cursor Sdk · Cloud Agents · Typescript
AI Coding
How to Integrate Claude Code into Large Legacy Codebases
Learn how to integrate Claude Code into massive legacy projects using incremental context and the new native binary features in version 2.1.119.
Claude Code · Legacy Systems · Software Engineering
AI Coding
OpenAI Codex Desktop Adds 90 Plugins and Reusable Skills
Learn how to configure OpenAI Codex plugins and reusable skills to automate desktop tasks and connect your coding workflows to external data sources.
Openai Codex · Workflow Automation · Plugin Architecture
AI Coding
How to Set Up Claude Code Channels
Connect Claude Code to Telegram and Discord so you can message your coding session from your phone.
Claude Code · Telegram · Discord
AI Coding
Agent Skills vs Cursor Rules: When to Use Each
Cursor has both rules and skills for customizing the AI agent. They overlap, but they're not the same. Here's when to use each and how they interact.
Agent Skills · Cursor Rules · Cursor
AI Coding
How to Create Your First Agent Skill
A step-by-step guide to writing an agent skill from scratch: directory structure, SKILL.md format, effective descriptions, common patterns, and a complete working example.
Agent Skills · Cursor · Claude Code
AI Coding
What Are Agent Skills and Why They Matter
Agent skills are portable packages of instructions that extend AI coding agents. Here's what they are, how they work, and why the open standard changes how developers work with AI tools.
Agent Skills · Cursor · Ai Coding
AI Coding
How to Use AI for Code Review
AI catches patterns, style issues, and common bugs fast. It misses business logic and architecture problems. Here's the practical workflow for using AI code review effectively.
Code Review · Ai Coding · Developer Tools
AI Coding
Stop Over-Planning, Start Building: How AI Changed the Cost of Being Wrong
AI collapsed the cost of building software. That changes how you should think about planning, prototyping, and experimentation.
Ai · Productivity · Prototyping
AI Coding
Best AI Coding Assistants Compared (2026): Cursor vs Copilot vs Windsurf
A practical comparison of Cursor, GitHub Copilot, and Windsurf. Features, pricing, strengths, weaknesses, and which one fits your workflow in 2026.
Coding Assistants · Cursor · Copilot
AI Coding
The AI Coding Workflow That Actually Works
The practical coding workflow with AI: what to hand the model, what to review line by line, and when to throw the output away.
Ai Coding · Developer Tools · Workflow