AI Builder Notes - May 2026
AI-assisted notes from my liked-tweets feed, organized around agent workflows, browser traces, model loops, and guardrails.
Practical takeaways
Start with the workflow, not the agent. A useful agent task has a source of truth, a narrow action, a verifier, and a stop condition. “Review this repo” is vague. “Find auth bugs in these routes, cite file lines, run the relevant tests, and stop after the first credible exploit path” is a workflow.
Use dynamic workflows in claude code - to do the vibe bits for thinking through a workflow. Think of it like this - you can describe in natural language an entire workflow consisting of multiple agents at various steps - I want the docs updated, tests passed, security review done and also playwright tests done. Dynamic workflows figures out which parts can be divided in parallel and what should be done sequentially. Creates a flowchart - and writes JS code for it. Its a JS script that can execute subagents at scale and deterministically [1]
