Research-to-Build Playbooks

Practical workflows for moving from idea to build direction, without overbuilding or blind architecture choices.

Workflows

Step-by-step playbooks for moving from AI research to build decisions and execution.

AI Code Research
·13 min

Monolith to Microservices: 4 Migration Plans After Reading the Original Codebases

Monolith-to-microservices migrations fail in well-known ways: wrong service boundaries, distributed transactions where there should be none, the 'distributed monolith' antipattern. We read four real monoliths mid-migration and extracted what separates the plans that ship from the plans that produce a worse system.

AI Code Research
·11 min

We Read 5 JavaScript→TypeScript Migrations. Here's What Actually Slipped.

JS-to-TS migrations look straightforward in tutorials. In real codebases, the slippage shows up in five predictable places. We read five real migrations (totaling ~400K LOC) and identified the patterns that ship vs the ones that drag.

AI Code Research
·12 min

Legacy Code Modernization: What 3 Real Codebases Taught Us When We Read Them

Legacy modernization projects fail in predictable ways: scope creep, missing tests, undocumented business logic, the original team has left. We read three real legacy codebases mid-migration and extracted the patterns that actually ship — and the patterns that don't.

Product Research
·13 min

Product Research for Vibe Coders: The 48-Hour Framework Before Your First Prompt

Most vibe coding guides start at 'open Lovable.' This one starts earlier. Here's the 48-hour research framework that separates vibe coders who ship products from vibe coders who rebuild the same thing three times.

How Products Are Built
·11 min

How to Build an App Like Linear: Architecture, Stack, and Tradeoffs (2026)

Linear reached $35M ARR with 3 engineers by making one architectural bet: responsiveness above all else. Here's a founder-focused breakdown of Linear's sync architecture, the two honest v1 paths, and what to copy vs what to leave for v2.