jxnl.co

title
jxnl.co
type
entity
summary
Jason Liu's writing β€” instructor library author, AI agent workflows, structured output, RAG, knowledge work with coding agents
tags
blog, ai-agents, python
created
2026-05-21
updated
2026-05-21

Jason Liu's blog at jxnl.co. Jason is the author of Instructor β€” the Python library that pioneered Pydantic-based structured-output prompting before frontier providers added their own β€” and writes about AI agent workflows, structured output engineering, RAG productization, and (recently) using Codex and Claude Code for knowledge work, not just code.

The tone is operator-flavored: long pieces that describe how he actually uses tools day-to-day rather than benchmark posts or speculation. Pieces tend to coin reusable names for patterns β€” "compaction" for thread compression, "heartbeats" for self-scheduled checks, "steering" for mid-task message injection.

Ingested articles

  • jxnl-codex-maxxing (2026-05-10) β€” Codex-maxxing: the operating loop with durable threads, voice, steering, memory-as-files, Heartbeats, Goals, and the side panel