| What it does | Open-sourcing Karotte, a framework for building robust reinforcement learning environments
| SSH terminal and SFTP client for servers inside Telegram
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| Stage | Not given
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| Founded | Not given
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| Based in | Not given
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| Pricing model | Open source
| Freemium
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| Pricing | Not given
| Five-day welcome trial with 3 server profiles, 3 terminal sessions, 3 SFTP workspaces and 1 Cloud Terminal. Free plan includes 1 server profile, 1 terminal session and 1 SFTP workspace.
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| Key features | - 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
| - Interactive SSH terminal with mobile controls, keyboard shortcuts and clipboard actions
- SFTP workspace with multi-server file management, copy and move between sessions
- Saved command snippets for frequent tasks with one-tap execution
- Multiple terminal and SFTP windows with minimization and movable tabs
- Full and Guest access sharing with time limits and revocation
- Master Password for optional local encryption of saved SSH credentials
- Anonymous SOCKS5 proxy routing to hide source IP
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| What makes it different | - 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
| - Runs directly inside Telegram with no separate app installation required
- Combines SSH terminal and SFTP file management in a single unified workspace
- Guest Access shares server control while keeping passwords and keys hidden
- Connections protected by anonymous proxy pool that masks user IP from target servers
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| Free plan | Not given
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| Open source | Not given
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| Platforms | Not given
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| Public API | Not given
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 29 ▲ +1 (up) since last check | 12 ▲ +1 (up) since last check |
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| Trust Flow (Majestic) | 11 | 14 |
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| Citation Flow (Majestic) | 24 | 32 |
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| Referring domains (Majestic) | 98 | 247 |
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Preference Model