ReverseML Open Workspace

Private AI that adapts to your device and your work

ReverseML Mini runs locally, works with your private documents, adapts to available hardware, and gradually learns recurring workflows in shadow mode.

Private by design. Measured, not mocked.

Private · Offline · Adaptive · Auditable
Your device Mini Core Private Memory Documents Resource Autopilot Process Learning
What works today
Private Memory

Learns your approved context locally and improves with use — nothing leaves the device.

Resource Autopilot

Adapts to CPU, RAM, battery and thermal limits, choosing a run mode automatically.

Grounded Documents

Answers from your PDFs, spreadsheets and docs with page, cell or paragraph references.

Measured, not mocked
92%

personalization in the current memory benchmark

1.8×

measured inference change from runtime tuning

7/7

grounded PDF test answers with correct sources

Current internal reproducible benchmarks. Results may vary by device and data. See the proof →

In development
Process Assimilation

Mini observes authorized workflows in shadow mode, discovers recurring process patterns and predicts the next likely step — without executing it.

Top-1 50% → 75% next-action accuracy
Coverage 64% → 100%
Synthetic Stage A benchmark
Expert Modes
The same Mini Core with domain knowledge, tools and behavior — not separate products.
Explore all modes →
Engineer
Manuals, sensor logs, calculations — cited.
Developer
A private local coding helper.
Chemist
Exact equation balancing and Q&A.
ReverseML Labs
Experimental applications built on ReverseML technology — Codissimo · Markets · Comic Studio · Multi-Pulti · Mama Bonita.
Open Labs
Research roadmap
Future applications — Mobile · Robotics · Drone · Space

Research and future integration targets. Not currently certified autonomous-control products.