OrcaRouter

Open AI infra, models, and security research.

Continuum AI builds secure and accessible infrastructure for AI inference, model routing, agent systems, model optimization & 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 — AACL-IJCNLP 2026 Findings
  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