LLM Temperature, Explained Simply
A concise explanation of LLM temperature, how it changes next-token probabilities, and when to use low, medium, or high values.
All posts / Programming
Why LiteLLM Matters for AI Engineering Teams
Why LiteLLM is useful for Codex and Claude Code, how to get it running quickly, and why this kind of tooling will matter more as AI agents spread.
How to Reduce Token Consumption with Claude Code and Codex
Practical habits and patterns that keep your token usage lean when working with AI coding agents, whether you use Claude Code or GitHub Copilot with Codex.
Claude's New Telegram Plugin: Talking to Your AI Agent on the Go
Anthropic just released an official Telegram plugin for Claude Code. Here's how it works and why it changes how I interact with my AI agent.
Performance Tracing with Chrome DevTools MCP and The AI Agent
How I used the Chrome DevTools MCP to trace, diagnose, and fix real performance issues on my photo gallery page — without touching Lighthouse manually.
Spec-Driven Development in Practice: A Walkthrough with Spec Kit
A practical walkthrough of using Spec Kit to apply Spec-Driven Development inside an existing Next.js project
The Shift from Vibe Coding to Spec-Driven Development
A look at how the industry is moving from rapid, conversational AI coding to structured, specification-first development and the tools driving that shift.
Improving Lighthouse Performance with Image Optimization
How I improved Lighthouse performance on image-heavy blog posts using staged optimizations: lazy loading, WebP conversion, and LCP/CLS tuning.
Upgrading a 4-Year-Old Next.js Blog with AIAI
What it took to go from Next.js 9.5, 136 vulnerabilities, and an abandoned MDX plugin to a fully modern stack with zero vulnerabilities — using AI-assisted development.
Rediscovering the Joy of Rails with meta-tags Gem
After a year with Java, I returned to Rails — and rediscovered how joyful and elegant it can be, thanks to gems like meta-tags.
Using Flask API To Relay Messages to Discord Channels
A simple Flask API example that sends messages to Discord channels using webhooks—great for alerts, bots, or automation scripts.
How to Use Doctest to Enhance Your Python Documentation and Tests
Learn how to use Python's built-in doctest module to write tests inside your docstrings—great for simple validation and better documentation.