Self-Driving Codebase: A Practical Guide
How to make your codebase agent-ready: four maturity levels, a readiness checklist, verifier layers, and background agents. Field notes from real teams.
Automate Your Reading Backlog with Claude Code and NotebookLM
The backlog problem My to-read list grows faster than I can read. Some of it is noise; some is a
Self-Improving Agent
TLDR: Build a self-improving production agent with Claude Code, Pydantic AI, and Logfire. This is our flow and plan for
Everyone Should Build
TL;DR Shift! Confession On March 10, 2025, Dario Amodei of Anthropic said, “there in three to six months, where AI
AI Agents for Tech DD: Catch Hidden Risks in AWS Infra Before Your Deal Tanks (2026 Guide)
Story Non-Tech Part! You buy a new company. Exciting! Numbers are good, growth is strong, but it dies and your
Becoming an Agent Tech Lead!
Motivation I was a tech lead for a long time, and also built a roadmap for becoming one in The
AI Engineering Product Template
TLDR; Many AI coding agents eventually devolve into chaos. This template is my attempt to stop that from happening: AI
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Building a VC Discovery Engine: Finding Secondary Opportunities with Parallel AI & Gemini 3
LLMs are Discovery Engines! One of the most underrated use cases for LLMs is discovery. Even the most AI-skeptical people
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Cursor × Railway: Fueling Vibe Coding with Ephemeral PR Environments
AI can draft code in seconds – but only disciplined workflows turn that speed into shippable software. Here’s the exact
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Case Study: How Vibe Coding Powered a High-Velocity ML Team
TL;DR: We built 1 production product, 1 semi-production tool, and 3 POCs in 2.5 months using vibe coding. Here’s how