Overview

Use cases and demo

The runtime is for work where looking like it worked is not enough: documents that must be verified, forms that must not leak a secret, and browsers where you are already signed in.

Overview#

The runtime is for work where looking like it worked is not enough: documents that must be verified, forms that must not leak a secret, and browsers where you are already signed in.

Use caseWhat proves it
Document downloadan oracle-verified artifact with type, name and digest
Decoy-heavy listscompletion criteria pin the exact document (2026-08, not 2026-07)
Forms with secretssecret fields never enter a snapshot, a decision or a trace
Your own loginsAgent Window, explicit tab borrowing, capabilities reported honestly
Irreversible stepsapproval or human takeover; DONE is not offered mid-dialog
Debugging and auditone JSONL trace per run: decisions, actions, verification, recovery
LLM optionalJev decides when to escalate; the strong model only picks runtime-owned options
Deterministic CIscripted decisions against the same fixture: red means the runtime changed
Run the demo
npm install && npm run build
npm run demo                # headless Playwright + your own Chrome
npm run demo -- invoice     # headless only
npm run demo -- extension   # your own Chrome only (daemon + loaded extension)
mlola browser config llm    # which provider, model and key it will use