AI Agents as Research Tools: From Curiosity to Prototype in Hours
How AI agents are collapsing the gap between 'I wonder how X works' and 'I have a working implementation of X' — and the research workflows that actually hold up under pressure.
Engineering Manager / Technical Lead
Archive
Older writing on AI applications, software engineering, and developer tools.
How AI agents are collapsing the gap between 'I wonder how X works' and 'I have a working implementation of X' — and the research workflows that actually hold up under pressure.
A practical, multi-level guide to building an agent app that researches topics, drafts markdown articles, writes them into an Astro site, monitors reliability with LangWatch, and opens a GitHub PR automatically using Agno, AgentOS, and OpenRouter.
Learn Git from scratch — essential commands, GitHub CLI installation, and how to use Claude Code or Cursor to run Git for you. Five levels of depth for every type of learner.
Learn how to write clear, human-readable Git commit messages that tell the story of your code. A practical guide for new programmers on conventions, real examples, and day-to-day workflows.
From Cloudflare's Cloudy agent to GitHub Copilot in your issue tracker, the web is shifting toward conversational interfaces. Here's what's driving it, who's doing it right, and what security challenges remain.
Unit tests tell you if your code works. Scenario tests tell you if your agent behaves. But how do you measure quality across hundreds of examples and track it over time? LangWatch evaluations fill that gap.
A deep comparison of four approaches to building AI agents — OpenAI with raw fetch, Vercel AI SDK, Claude Agent SDK, and Agno with FastAPI — and which one you should pick.
When an AI agent spins up tasks on a complex frontend, complexity becomes the enemy. The hypothesis: simpler codebases mean fewer bugs — and in the age of AI co-generation, fewer hallucinations too.
Quick find
Search by topic, title, framework, or pattern.