From Experience to Programs

Stable, repeatable, verifiable operations are compiled into code: workflows, tools, Harness checks. Browser workflow lifecycle: record trajectory with locators → parameterization (literals → variables) → state checks before/after action and final check → independent replay in a reset environment (candidate → validated) → matching by intent and execution → invalidation upon page change. Crucially: “all actions completed” ≠ “task completed” — without a final check, a dangerous illusion arises. Agent self-modification — candidate branch, minimal patch, static checks, tests, regression — auditable software release.

Related: [Four update carriers], [Code as a meta-ability], [Agent self-loading]