AI Agents & Infrastructure
Mlola
Reliable browser use with a fast path: deterministic mechanics, safety and verification, and a model asked only for judgement.
- 0community votes
- 10DR by Ahrefs no change since last check
Ahrefs Domain Rating signal 13 Nov 2026, signal shifted 8 Nov 2026.
Browser automation that runs real browser tasks without asking a frontier model for every click, using deterministic systems for mechanics, safety, and
What it is
Mlola Browser Runtime automates browser tasks while keeping frontier models as a fallback rather than the default path. The system follows a deliberate loop: observe page state, decide on one operation, apply policy rules for risky actions, execute typed actions, and verify results independently.
The platform uses four tiers of model routing: a fast path for routine decisions, a planner for long-horizon work, a text helper for writing values, and human takeover for login, OTP, and risky decisions. Safety is enforced through code-based boundaries rather than prompts, with no selectors or coordinates coming from models. Every step is verified against the next observation, with an append-only event log for auditability.
Systems
- Observe page state in atomic passes without screenshots
- Model picks operations only from compatible targets
- Risk classification for payments, deletions, sends and secrets
- Typed actions with freshness, visibility and occlusion checks
- Append-only event log for replay and audit
- Chrome automation through Playwright
- Browser extension for agent isolation
Want to see what Mlola does next? Follow them for milestones, new products and stories by email.
Mlola metrics
Signal readout for mlola.com: Ahrefs Domain Rating and Majestic link signals, arrows for the change since the last scan.
- 10 Domain Rating no change since last check
- 0 Trust Flow no change since last check
- 27 Citation Flow no change since last check
- 28 Referring domains no change since last check
- 88 External backlinks no change since last check
Ahrefs Domain Rating signal 13 Nov 2026, signal shifted 8 Nov 2026. Majestic signal 8 Nov 2026, signal shifted 8 Nov 2026. Link signals from Majestic. Trust Flow, Citation Flow and Topical Trust Flow are trademarks of Majestic-12 Ltd.
Mlola domain signal
Show the signal details
Public RDAP record, last read 10 Nov 2026, 23:05 UTC.
- Domain age 4 years
- Registered
- Expires
- Registrar CV. Jogjacamp
- DNSSEC Not signed
Mlola post-launch signal
The record for Mlola after its launch on Nexora Launch (8 November 2026), from the readings we keep.
- 10 Domain Rating (Ahrefs) no change since launch
at launch: 10 (8 Nov 2026); latest: 12 Nov 2026 - 0 Trust Flow (Majestic)
first measured 8 Nov 2026 - 28 Referring domains (Majestic)
first measured 8 Nov 2026
Day 4 since launch. Next receipt: day 30, 8 Dec 2026. A change here is a reading, not a claim about its cause; lots of things move these figures. Anything we do not measure is not shown.
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Quick answers
- How does Browser Runtime handle sensitive data like passwords and OTP?
- Passwords, OTP and card data require human takeover and never enter model state or traces. The runtime pauses and hands over control for login, OTP and CAPTCHA.
- What is the fast path and when is a frontier model used instead?
- The fast path handles routine decisions like choosing an operation and target, using one request per step. The frontier model is only a fallback for long-horizon work, text writing, and decisions the fast path cannot handle.
- How can Browser Runtime tasks be audited?
- All steps are verified against the next observation and recorded in an append-only local event log that you can replay and audit. Per-run metrics track fast-path share, latency, cost and human interventions.
- What is the current status of Browser Runtime?
- Version 1 runs today with npm packages published, including the CLI and a local daemon. It drives Chrome through Playwright and works with the Chrome extension for isolated agent windows.
Mlola has a free listing. The owner can unlock the full profile with a paid launch for $5:
- Founder story (locked)
- Milestones (locked)
- Demo video (locked)
- Dofollow website link (locked)
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