Architecture
Foundational Models
Transformer-based models optimized for reasoning, planning, and knowledge integration.
Tool Use & RAG
Retrieval-augmented generation, external tools, and audited knowledge graphs for grounded outputs.
Multi-Modal
Roadmap to integrate text, code, vision, and audio with unified alignment strategies.
Training & Alignment
Preference Optimization
RLHF, DPO, and constitutional approaches tuned for safety and helpfulness.
Efficient Adaptation
LoRA/adapters and quantization to scale responsibly and deploy widely.
Evaluation Stack
Behavioral tests, red-team suites, bias audits, and interpretability dashboards.
Deployment
From community MVPs to enterprise APIs, our architecture supports modular services, audited logs, and secure data handling.