| What it does | One dashboard for all your repos and submodules
| Open-sourcing Karotte, a framework for building robust reinforcement learning environments
|
|---|
| Stage | Not given
| Not given
|
|---|
| Founded | Not given
| Not given
|
|---|
| Based in | VN
| Not given
|
|---|
| Pricing model | Freemium
| Open source
|
|---|
| Pricing | Free (unlimited repos, core features); Pro $39 one-time (regular price) or $29 one-time (Black Friday through Cyber Monday, ends Dec 1, 08:00 UTC) for up to 3 machines with 12 months of updates included; Diff Pro $10; Business $69/seat with invoice/PO options.
| Not given
|
|---|
| Key features | - Multi-repo workspace overview with branch, ahead/behind, and dirty status
- Bulk fetch, pull, and push across selected repos, groups, or all repos in parallel
- Nested submodule hierarchy with drift warnings and one-click pointer bumping
- Cross-repo branch operations (create, checkout, delete on multiple repos)
- Search file contents, file names, commits, and branches across all repos
- Per-repo reflog timeline and worktree overview for seeing work done outside the app
- Conflict detection and resolution UI
- File preview and inspector at any ref (code, images, JSON, CSV)
- Large-file commit guard and preflight safety warnings
- Named workspace files with create, open, save-as, export and share (Pro)
| - Sandboxed execution with non-privileged user isolation
- Process termination before grading
- Suspicious file detection and rejection
- Out-of-memory and fork-bomb prevention
- Hardened through one million evaluation runs
- Red-team tested for reward hacking vulnerabilities
- Scalable environment execution
- Robust benchmark building support
|
|---|
| What makes it different | - Genuinely local-first with no account, no cloud, and no mandatory subscription
- Free tier covers unlimited repos and all essential safety and performance features
- Multi-repo first design built for managing entire fleets, not one repo at a time
- Submodule support as a core feature with nested hierarchy and pointer management
- Pay once with no subscription; Pro license valid on up to 3 machines with 12 months of updates
| - Provides secure defaults and primitives specifically designed to prevent reward hacking in RL training
- Hardened through real-world testing at scale with over one million evaluation runs
- Designed for training environments where defenses must withstand continuous optimization attempts
- Addresses AI alignment at the highest leverage point through better environment construction
- Built and tested internally by frontier AI research team
|
|---|
| Free plan | Not given
| Not given
|
|---|
| Open source | Not given
| Not given
|
|---|
| Platforms | Not given
| Not given
|
|---|
| Public API | Not given
| Not given
|
| Community votes | 0 | 0 |
| DR (Domain Rating by Ahrefs) | Not checked yet ● no change since last check | 29 ▲ +1 (up) since last check |
| Trust Flow (Majestic) | 9 | 11 |
| Citation Flow (Majestic) | 22 | 24 |
| Referring domains (Majestic) | 13 | 98 |