--to` runs `--dry-run` only; Slack is not wired in; Control Plane v0 is a preview |
> **What "autonomous" means:** the system runs RARV cycles without prompting. It does NOT access your cloud accounts, payment systems or external services unless you provide credentials. Human oversight is expected for deployment, API keys and critical decisions.
---
## Research Foundation
Papers and sources
| Source | What We Use |
|--------|-------------|
| [Anthropic: Building Effective Agents](https://www.anthropic.com/research/building-effective-agents) | Evaluator-optimizer, parallelization |
| [Anthropic: Constitutional AI](https://www.anthropic.com/research/constitutional-ai-harmlessness-from-ai-feedback) | Self-critique against quality principles |
| [DeepMind: Scalable Oversight via Debate](https://deepmind.google/research/publications/34920/) | Debate-based verification in council review |
| [DeepMind: SIMA 2](https://deepmind.google/blog/sima-2-an-agent-that-plays-reasons-and-learns-with-you-in-virtual-3d-worlds/) | Self-improvement loop design |
| [OpenAI: Agents SDK](https://openai.github.io/openai-agents-python/) | Guardrails, tripwires, tracing |
| [NVIDIA ToolOrchestra](https://github.com/NVlabs/ToolOrchestra) | Efficiency metrics, reward signals |
| [CONSENSAGENT (ACL 2025)](https://aclanthology.org/2025.findings-acl.1141/) | Anti-sycophancy in blind review |
| [GoalAct](https://arxiv.org/abs/2504.16563) | Hierarchical planning for complex PRDs |
**Practitioner insights:** Boris Cherny, Simon Willison, [HN Community](https://news.ycombinator.com/item?id=44623207)
**[Full Acknowledgements](docs/ACKNOWLEDGEMENTS.md)** -- 50+ papers and resources
---
## Contributing
```bash
git clone https://github.com/asklokesh/loki-mode.git && cd loki-mode
npm install && npm test # CLI + Node test suites
python3 -m pytest # Python test suite
```
See [CONTRIBUTING.md](CONTRIBUTING.md) for guidelines.
## License
[Business Source License 1.1](LICENSE) -- Free for personal, internal, academic, and non-commercial use. Converts to Apache 2.0 on March 19, 2030. Contact founder@autonomi.dev for other licensing arrangements.
---
**[Autonomi](https://www.autonomi.dev/)** | **[Documentation](wiki/Home.md)** | **[Changelog](CHANGELOG.md)** | **[Comparisons](references/competitive-analysis.md)**