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Agents can browse real sites reliably.
Persistent browser sessions keep pages alive across reads, snapshots, actions, navigation, forms, cookies, auth state, screenshots, and diagnostics.
UIAI Engine lets agents inspect the web, hold browser sessions, capture diagnostics, gather screenshots, turn public sources into proof, and hand bounded evidence packets back to Focusa.
UIAI Engine gives agents eyes. Focusa gives those eyes a mission. Full UIAI Engine access is included with Founders Forge.
Connected product ecosystem
Focusa, UIAI Engine, and Founders Forge are intentionally linked: mission cohesion, browser proof, and founder enablement reinforce each other across the product ecosystem.
Software layer
Mission cohesion layer for AI agents: Workpoints, proof, trajectory, recovery, and session transfer.
Core mission layer used across long-running agent workflows.
Current site
Browser sessions, snapshots, diagnostics, responsive checks, and web evidence for AI agents.
Feeds proof and diagnostics into Focusa-style workflows.
Cohort / transformation
Agentic engineering cohort for founders who want to build, deploy, operate, and package software products.
Teaches builders to use Focusa and UIAI-style proof workflows.
Private engine access
Access is controlled through Founders Forge, approved Focusa Operator Preview use, selected integration partners, or commercial license approval.
The engine powers browser proof for agent workflows, so access stays focused, supported, and safe while it evolves.
Proof browser
Agents can write impressive answers, but real digital work happens inside browsers, dashboards, forms, errors, screenshots, logs, and public sources. Without a browser proof engine, agents guess.
Persistent browser sessions keep pages alive across reads, snapshots, actions, navigation, forms, cookies, auth state, screenshots, and diagnostics.
Turn URLs into clean Markdown, metadata, diagnostics, records, evidence refs, and research cards instead of dumping raw page text into chat.
Console errors, exceptions, failed requests, structured error envelopes, screenshots, and browser health make debugging less guess-based.
Screenshots, device frames, shares, browser reliability checks, and proof scripts create visible artifacts that humans and agents can review.
UIAI emits bounded Focusa-compatible packets with target refs, evidence refs, captures, diagnostics summaries, active-object hints, recommended tools, and next actions.
Instead of saying done, agents can gather proof, send it into Focusa, and continue from a Workpoint that knows what happened.
Built to feed Focusa
UIAI captures browser state, source content, screenshots, diagnostics, failed requests, console errors, visual artifacts, and research packets. Focusa turns those outputs into mission-aware continuity.
Browser findings can become durable proof tied to the current unit of meaningful work.
A failed request or console error can become the next mission-aware action instead of a forgotten chat detail.
UIAI proof packets help Focusa block false completion and preserve evidence before handoff.
Source-to-Markdown and research packets keep references bounded and reusable.
Focusa can resume from evidence handles even after the chat context is gone.
Real diagnostics can update predictions, learning signals, and recovery paths.
Core workflow
UIAI Engine does not try to become the agent’s memory. It produces bounded, redacted evidence packets. Focusa remains the cognitive authority.
Project identity and Workpoint scope define what browser proof matters.
Browser/session/media/diagnostics execution stays inside the proof browser.
ResearchDiagnosticsPacket-style outputs carry source-backed proof without prompt sludge.
Evidence intake links target refs, active objects, predictions, next actions, and recovery paths.
Pi or another harness gets a fast UX while Focusa keeps mission continuity.
Feature groups
UIAI Engine combines persistent browser sessions, Source-to-Markdown, diagnostics, proof packets, integrations, and visual/design workflows.
Open/read/snapshot, click/type/fill/select/press, scroll/navigation, cookies/auth state, viewport changes, screenshots, and shares.
Convert public URLs into clean Markdown, metadata, source refs, and research artifacts that reduce prompt bloat.
Console errors, exceptions, failed requests, API/CORS clues, structured error envelopes, and reliability signals.
ResearchDiagnosticsPacket, Focusa scope support, evidence refs, target refs, active-object hints, and recommended next actions.
Pi extension, MCP bridge, CLI, HTTP API, OpenAI/MCP schemas, tool discovery, agent cards, and tool graph.
Screenshot capture, layout compare, section detection, design critique, style enhancement, reference analysis, and WPUIAI outputs.
Not generic automation
Playwright, Puppeteer, and browser scripts can control a page. UIAI Engine is built for agents that need compact proof, diagnostics, evidence handles, and Focusa handoff.
| Generic browser driver | UIAI Engine |
|---|---|
| Opens and controls pages | Produces compact agent-readable browser proof |
| Requires custom scripts for every workflow | Provides tool discovery, diagnostics-first workflows, and stable evidence handles |
| Screenshots and logs stay disconnected | Proof packets carry screenshots, diagnostics, refs, and next-tool guidance |
| No mission authority | Hands evidence into Focusa for Workpoints, Trajectory, recovery, prediction, and metacog |
Access paths
UIAI Engine is not currently a mass-market download. Access is controlled through cohort, preview, commercial license, or selected integration partner paths.
Full UIAI Engine access is included with Founders Forge. Participants learn to use UIAI with Focusa for build, inspect, verify, and launch workflows.
Selected Focusa Operator Preview users may receive UIAI Engine access depending on fit, setup needs, and use case.
Commercial, production, team, client-delivery, hosted-service, redistribution, or product-embedding use requires a commercial UIAI Engine license.
License recommendation
UIAI Engine should be source-available with an Additional Use Grant for personal evaluation, educational review, approved non-commercial use, Founders Forge access, and Focusa preview use.
Personal evaluation, local non-commercial testing, educational review, Founders Forge included access, approved Focusa Operator Preview use, and non-production experimentation.
Company/team production use, paid client delivery, hosted services, product embedding, resale, redistribution, managed agent platforms, and agency client work.
LICENSE.md, COMMERCIAL.md, LICENSE-FAQ.md, TRADEMARKS.md, and CONTRIBUTING.md before pushing more marketing traffic to the repo.
UIAI Engine Access
UIAI Engine lets agents browse, inspect, diagnose, capture proof, and compose Focusa-ready packets. Focusa turns that proof into mission cohesion.