One adaptive core. Capability-controlled adapters.
AI that adapts to your device.
Mini understands your device, chooses how to run AI, works with the files and projects you allow, remembers useful experience and helps automate approved tasks.
Browser release: local profiling, bounded benchmark, selected-file preview and typed action previews. No native device control.
Mini statusLearning this deviceControl level · Ask before changes
Mini statusLearning this device
DeviceBrowser device
Control levelAsk before changes
AI runtimeLocal browser CPU
Mini memory0 useful experiences
ConnectionLocal
Ask Mini
Talk to the local Mini model.
Read-only inference on the server. Cloud routing, tools, file access and autonomous actions are disabled for this chat.
Mini is ready. Your message is used only to generate this response and is not added to a training dataset.
How Mini helps
Useful first. Technical detail when you need it.
01
Understand my device
See verified capabilities and find the best available AI runtime.
Profile device → 02Work with my files
Inspect only the files you select. The first result is always a preview.
Select files → 03Developer Mode
Use Codissimo to understand a repository, produce a patch and test it in isolation.
Open Developer → 04AI Device Diagnostics
Explain approved metrics and propose reversible next steps.
Diagnose → 05Memory you control
Keep useful outcomes locally. Pause, forget one item or delete everything.
View memory → 06Local / Cloud AI
Keep private tasks local and disclose every remote handoff before it happens.
See routing →Level 0ObserveAvailable
Level 1RecommendAvailable
Level 2PreviewAvailable
Level 3Execute approved actionRequires a signed adapter
Level 4Bounded routineArchitecture only
Level 5Delegated autonomyGlobally disabled
First run · about 2 minutes
Welcome to ReverseML Mini
Experimental adaptive AI for your device. This browser experience measures only information the browser can safely expose.
Understand this device
Mini will create a normalized, browser-safe capability profile. It does not collect serial numbers or hardware identifiers.
No profile yet.
Benchmark AI
A bounded local CPU benchmark runs in this tab. GPU stays UNVERIFIED until real inference is functionally tested.
Not benchmarked.
Choose what Mini can access
Every capability is independent and saved only in this browser.
Try your first useful task
Device understanding
Your computer, in a language AI can use safely.
A normalized DeviceProfileV1 includes only available capability data. Architecture support does not mean a platform has been tested.
Capability profile
No profile yet.
Backend states
- DISCOVERED Interface exists
- FUNCTIONAL A basic operation succeeded
- BENCHMARKED Bounded benchmark completed
- ELIGIBLE Policy permits selection
- UNVERIFIED Not proven
- FAILED Functional check failed
Files · local first
Work only with what you select.
Choose files or a folder. This browser counts allowlisted types locally and sends only aggregate metadata to the validation API—never names, paths or contents.
Select a local scope
Local result
No files selected.
Suggested organization
Mini can propose directories, moves and renames. The first result is always PREVIEW.
No preview.
Mini Developer Intelligence
From a repository question to a tested patch.
Mini provides device context and approval. Codissimo reasons about code. Controlled Workspace runs an approved test profile with network disabled.
Mini→Codissimo→Controlled Workspace→Your approval
Safe developer workflow
- Open the public Workspace and choose Codissimo
- Create or upload a bounded coding project
- Review the proposed changes before writes
- Run tests in the isolated no-network sandbox
- Keep or reject the tested result
Security boundary
Allowed
Repository read · patch proposal · approved test profiles · checkpoint · rollback
Not allowed
Unapproved writes · git push · deployment · credentials · production operations
AI Device Diagnostics
Understand the bottleneck before changing anything.
This is not a “PC booster.” Enter approved, non-identifying sample metrics and get a preview-only explanation.
Diagnosis
Submit approved metrics to begin.
Local-first memory
Mini remembers outcomes, not a permanent story about you.
Experiences stay in this browser. No model-weight training is involved, and nothing here enters a training dataset.
Activity and control
See what Mini did—and what it did not do.
The local activity stream stores event type, time and bounded outcome. It does not store prompts or file contents.
Local / Cloud AI
No silent cloud handoff.
Mini considers privacy, verified local runtimes, load, latency and user policy before choosing an execution target.
Decision
No routing decision yet.
Platform truth matrix
Designed for many devices. Proven one capability at a time.
Architecture support ≠ tested platform support. AVAILABLE is reserved for a current, verified user path.
| Capability | Windows | Linux | Android | iOS | Device SDK |
|---|
Mini Device Adapter SDK · architecture preview
Desktop, mobile, IoT, robotics and specialized hardware adapters share typed manifests, capabilities, schemas, translators, validation, health, simulation and tests.
No dynamically downloaded executable plugins. Third-party adapters remain disabled until separately signed and approved. Device safety controllers remain authoritative.
Experimental connectors
Downloads appear only after platform evidence is complete.
No unsigned installer or placeholder download is distributed.
Windows
Signing validationWindows Connector is currently undergoing release-signing validation.
Linux
Coming soonExperimental adapter. No verified package is published.
Android
Private testingCurrent Android gate is incomplete. No public APK is offered.
iOS
Prototype / plannedSupport is limited by Apple platform permissions.