Airtop's Agent Builder compiles web automations to deterministic code instead of re-reasoning every run.

#2 on Product Hunt with 328 upvotes on "build agents that heal themselves." It takes a plain-English description, builds and tests the automation, then compiles it into reusable code that runs on a schedule, with the self-healing layer handling site changes. That's the direct answer to the cost and latency problem keeping LLM-per-run browser agents out of production RPA workloads, and it's the same architectural instinct as Sentinel-RL: keep the model out of the steady-state loop. Product Hunt