OrcaRouter

Open AI infra, models, and security research.

Continuum AI builds secure and accessible infrastructure for AI inference, model routing, agent systems, model optimization and quantization, and cyber. We maintain OrcaRouter, a privacy- and security-first AI gateway for open and frontier models, alongside open-source research and tooling for adaptive routing, agent observability, cybersecurity, red teaming, model evaluation, and efficient local inference.

Our goal: make intelligence accessible to everyone — through one gateway, on any hardware, without compromising security or privacy.

Our Hugging Face releases include production models, quantized models, and research-oriented variants for authorized security research, adversarial evaluation, defensive cybersecurity, and model behavior research.

Open Source

• OrcaRouter Lite — self-hosted AI router
• OrcaReplay — record, replay, and fork AI agent runs
• OrcaPromptVault — archive of agent system prompts and tool schemas
• OrcaCode Review — AI code review and merge gates
• Orca AI Incident Archive — real-world AI agent security incidents
• SCUTTLE — hybrid post-quantum encryption for data
• OrcaSAQ2 Kernel — serving stack for compressed models

Selected Research

• A Production-Oriented LLM Router with Hybrid Offline-Online Learning
  Contextual-bandit routing with hybrid offline-online learning for production AI infrastructure.
• How Fragile Is Safety Alignment at Frontier Scale?
  A single-direction white-box attack on safety alignment in a 320B mixture-of-experts model.
• Better Retrieval, Worse Robustness — EMNLP 2026 Main Conference
  How multi-hop RAG can amplify upstream speech-recognition errors.
• IndexRAG
  Index-time bridging facts for efficient cross-document and multi-hop reasoning.

🌐 https://www.orcarouter.ai
🤖 https://www.orcarouter.ai/models
💻 https://github.com/Continuum-AI-Corp