| What it does | AutoML that just works. Keep training local.
| The governed AI coding platform
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| Stage | MVP
| Not given
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| Founded | Not given
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| Based in | Not given
| US
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| Pricing model | Free trial
| Freemium
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| Pricing | Free beta with no billing. Paid plans launching in the future; pricing not yet announced. Join the waitlist for paid plans without payment or purchase commitment.
| Open source: Free download, bring your own inference. Coder: $20/mo (includes $25 monthly credits). Teams: $35/seat/mo (includes $45 monthly credits). Enterprise: Custom pricing. Code Review add-on: $15/user/mo.
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| Key features | - Python SDK for tuning suggestions
- Local model training with remote suggestions
- Supports classification and regression
- Included CPU demo workloads
- Efficient observation budget allocation
- Model ranking and selection
- Reference scheduler implementations
- HTTPS secure communication
| - Multi-model routing automatically orchestrates models by task type and cost
- Hard spending limits enforced by user, team, API key, or model
- Autonomous /ferment workflow breaks tasks into milestones and delivers PRs
- Evaluator grades output against original intent before shipping
- Kimchi Studio visual workspace for watching and guiding parallel agent tasks
- Teleport hands off sessions to persistent cloud sandbox workspaces
- AI-powered code review with inline findings and severity scoring
- VS Code extension brings harness into IDE with governance controls
- One-command migration from Claude Code and OpenCode
- Deploy serverless or in your VPC for full data sovereignty
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| What makes it different | - Trains locally, not on the service—your models and data stay on your computer
- Efficient tuning using only half the observation budget of full training
- Outperforms reference schedulers in benchmarks on diverse datasets
- Free beta with no billing or account costs
| - One enforcement layer for security, governance and cost controls across all agent requests
- 50+ open-source and open-weight models with zero lock-in
- Data sovereignty by design: prompts, code and outputs excluded from model training
- Real-time cost attribution per developer, team, model and tag
- Get started in 60 seconds with no lock-in or credit card required
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| Community votes | 0 | 1 |
| DR (Domain Rating by Ahrefs) | Not checked yet ● no change since last check | 40 ▲ +2 (up) since last check |
| Trust Flow (Majestic) | 3 | 14 |
| Citation Flow (Majestic) | 13 | 33 |
| Referring domains (Majestic) | 2 | 186 |