Software that helps you get higher quality work done faster.
BVRAI builds software designed to help people more easily meet and exceed their goals at work and on their computers. Our main product, Automax, brings together what would normally be dozens of separate applications into one coherent interface — with thoughtful integration of conventional automation and unified agentic capabilities.
Bugsterin safety testing · Sept 1, 2026
Test the limits.
Make good
on the promise.
BVRAI exists to test the limits of AI — and to make good on its promise. The models are further ahead than the software around them; most of what AI could do for people is still waiting on tools built to deliver it. Our contribution is concrete: build software as versatile as the intelligence inside it, and build it properly.
Automax is the center of that work, and it takes a position: augmentation over replacement. Much of automation is designed to route around people — pipelines that run behind the scenes and hand back results. Automax is built to multiply one person at their desk. The judgment and the taste stay human; the agent supplies reach and speed. Software that makes people better at their work.
A few things
we've learned.
The depth–breadth trade-off is eroding.
For decades, software forced a choice: go deep in one thing or spread across many. Depth was expensive, so breadth meant shallowness. AI-assisted development is loosening that constraint — not erasing it. Automax is the proof: a dozen-plus applications under one roof, each built far past where a “Swiss-army” tool is supposed to stop. Breadth still costs something in depth; it just costs far less than it used to, and the gap keeps narrowing.
Agents need software for the same reasons people do.
A person doesn't do real work bare-handed; they reach for a spreadsheet, a document editor, a browser, a phone. Take those away and you've crippled them. Agents are no different. Give an agent a real application built for the task and it works with leverage; make it borrow software it doesn't own and every action becomes an external dependency — slow, brittle, outside its control. So we build the applications in. The agent isn't reaching across a network to operate someone else's tool; the tools are its own.
The best use of an agent is to remove the need for one.
In most business work, the highest return on an agent isn't having it perform a task over and over — it's having it set the task up to run on its own. Configure a deterministic automation once and it runs reliably, and nearly free; lean on the model to repeat the same job by hand every time and you pay for it, in cost and in consistency, on every run. That's why Automax includes a full automation studio: the agent's most valuable move is often to build the pipeline, then step out of the way.
Six generations.
BVRAI iterates aggressively — every version is built, torn down, and rebuilt against what the previous one taught us. Scroll through the timeline. Dates pulled directly from the commit log.
A Python CLI for property automation.
The original Automax. A command-line system that drafted lease documents end-to-end through hierarchical broker orchestration. No UI — just a process that ran continuously, watched email, and wrote docs.
- Sep 23First commit. Property-management automation scaffolded.
- Oct 3Documentation handler drafts LEAA documents end-to-end.
- Oct 5Renewal-drafting flow ~95% complete; OCR retry logic stabilized.
- Oct 17LLM-generated email bodies wired into the pipeline.
Stub. Abandoned same day.
A directional reset that never got off the ground. Created in the morning, walked away from by the afternoon. Sometimes the best thing a generation does is end quickly.
- Oct 18utilities/ directory created. No commits. No further work.
An Outlook-paired lease-management plugin.
A Python + PyQt application that lived next to Outlook. Built around email chain manipulation, AutoDoc form generation, and a snap-to-side window-pairing mode that kept Automax docked to whatever Outlook window was open.
- Nov 21First commit. Outlook lease-management with an Active Email view.
- Nov 28Snap-to-side button pairs Automax with Outlook windows.
- Dec 1Funnel data table syncing local Excel; parallel LLM advisor.
- Dec 11E-signature integration with drag-and-drop UI.
- Dec 17WordEditor API for HTML email editing replaces homegrown patcher.
Web-app feasibility test, run alongside v3.
A Next.js scaffold and a context folder, briefly explored alongside v3. Shelved within twenty-four hours when it was clear a desktop app was the right form factor.
- Nov 26Next.js scaffold and context folder created.
- Nov 27Last edits. Web-app direction shelved.
The first mature WPF desktop application.
A multi-tool workspace: email, AutoDoc, spreadsheet, browser, phone, maps, marketing, funnel, calendar, team chat, and the first auto-update pipeline. v5 proved the desktop form factor; many of its surfaces were ported into v6.
- Dec 19V5 foundation. Active Items + reorganized navigation.
- Dec 22AutoDoc extraction pipeline with PDF vision.
- Jan 4Email client 4-panel view (folder / list / preview / agent).
- Jan 7Browser workspace; Twilio phone integration with WebView2 dialer.
- Jan 24Velopack auto-update over Azure Blob Storage.
- Jan 30Firebase team chat with @mention AI integration.
- Feb 16Final v5 build (5.1.10).
Modularity-first rewrite. Workspace-driven, agent-native.
A clean-slate rewrite under the extreme-modularity doctrine. Each surface is its own self-contained workspace; the agent drives them through a registered tool surface. v6 introduced the unified work-node schema, multi-agent dispatch, the tag system, voice mode, and the remote-development loop.
- Mar 23Clean-slate rewrite under the modularity doctrine.
- Mar 28Scheduler upgrade: smart replan, calendar↔todo sync.
- Apr 4Custom bots, system-prompt editor, conversation history.
- Apr 7Phone, pop-out windows, memory system, Maps tab.
- Apr 10Stage 7 voice mode (Realtime API). Multi-agent dispatch.
- Apr 12Unified work-node schema across all 11 phases.
- Apr 17Tag system rewrite. Tools consolidated to 49.
- Apr 23Password vault + AI phone calling. v6.0.5 ships.
- May 1v6.0.14 — current build.
A Python CLI for property automation.
The original Automax. A command-line system that drafted lease documents end-to-end through hierarchical broker orchestration. No UI — just a process that ran continuously, watched email, and wrote docs.
- Sep 23First commit. Property-management automation scaffolded.
- Oct 3Documentation handler drafts LEAA documents end-to-end.
- Oct 5Renewal-drafting flow ~95% complete; OCR retry logic stabilized.
- Oct 17LLM-generated email bodies wired into the pipeline.
Stub. Abandoned same day.
A directional reset that never got off the ground. Created in the morning, walked away from by the afternoon. Sometimes the best thing a generation does is end quickly.
- Oct 18utilities/ directory created. No commits. No further work.
An Outlook-paired lease-management plugin.
A Python + PyQt application that lived next to Outlook. Built around email chain manipulation, AutoDoc form generation, and a snap-to-side window-pairing mode that kept Automax docked to whatever Outlook window was open.
- Nov 21First commit. Outlook lease-management with an Active Email view.
- Nov 28Snap-to-side button pairs Automax with Outlook windows.
- Dec 1Funnel data table syncing local Excel; parallel LLM advisor.
- Dec 11E-signature integration with drag-and-drop UI.
- Dec 17WordEditor API for HTML email editing replaces homegrown patcher.
Web-app feasibility test, run alongside v3.
A Next.js scaffold and a context folder, briefly explored alongside v3. Shelved within twenty-four hours when it was clear a desktop app was the right form factor.
- Nov 26Next.js scaffold and context folder created.
- Nov 27Last edits. Web-app direction shelved.
The first mature WPF desktop application.
A multi-tool workspace: email, AutoDoc, spreadsheet, browser, phone, maps, marketing, funnel, calendar, team chat, and the first auto-update pipeline. v5 proved the desktop form factor; many of its surfaces were ported into v6.
- Dec 19V5 foundation. Active Items + reorganized navigation.
- Dec 22AutoDoc extraction pipeline with PDF vision.
- Jan 4Email client 4-panel view (folder / list / preview / agent).
- Jan 7Browser workspace; Twilio phone integration with WebView2 dialer.
- Jan 24Velopack auto-update over Azure Blob Storage.
- Jan 30Firebase team chat with @mention AI integration.
- Feb 16Final v5 build (5.1.10).
Modularity-first rewrite. Workspace-driven, agent-native.
A clean-slate rewrite under the extreme-modularity doctrine. Each surface is its own self-contained workspace; the agent drives them through a registered tool surface. v6 introduced the unified work-node schema, multi-agent dispatch, the tag system, voice mode, and the remote-development loop.
- Mar 23Clean-slate rewrite under the modularity doctrine.
- Mar 28Scheduler upgrade: smart replan, calendar↔todo sync.
- Apr 4Custom bots, system-prompt editor, conversation history.
- Apr 7Phone, pop-out windows, memory system, Maps tab.
- Apr 10Stage 7 voice mode (Realtime API). Multi-agent dispatch.
- Apr 12Unified work-node schema across all 11 phases.
- Apr 17Tag system rewrite. Tools consolidated to 49.
- Apr 23Password vault + AI phone calling. v6.0.5 ships.
- May 1v6.0.14 — current build.