We engineer machine intelligence where failure is not an option — and precision is the only currency that matters.
Machine intelligence for resource-constrained environments — satellite payloads, autonomous vehicles, remote sensors. Sub-millisecond inference at the edge.
Autonomous orbital operations — debris management, mission planning, fleet coordination, and material intelligence for the new space economy.
Real-time electrochemical diagnostics, chemistry discovery, and predictive degradation modeling for next-generation energy storage systems.
Systemic risk prediction, causal economic modeling, and real-time macroeconomic intelligence for central banks and sovereign wealth funds.
Diagnostic support, structured treatment protocols, and patient triaging at the last mile — local-first, low-bandwidth, built for community health workers.
Multi-tenant agent orchestration with persistent memory, container isolation, observability, and production-grade multi-step reasoning infrastructure.
1-bit LLM inference (BitNet b1.58) engineered for orbital and satellite edge compute. Zero-gravity AI at the hardware frontier.
An operating system for the orbital economy. Autonomous debris management, mission control, fleet coordination, and material harvesting ROI intelligence.
Electrochemical intelligence for next-generation battery systems. Real-time degradation diagnostics, chemistry discovery, and predictive maintenance models.
Global financial systemic risk prediction engine leveraging causal inference, time-series modeling, and macroeconomic signal processing.
Multi-agent clinical triage for community health workers at the last mile. Structured diagnostic support and patient routing — local-first, zero-compromise.
Open-source multi-agent orchestration powered by Ollama and Groq. Local and cloud-hybrid deployments with long-term memory and multi-step reasoning chains.
Select engagements where depth creates outsized impact. Technical partnership, not just delivery.
- Multi-Agent System Architecture/ Orchestration→
Orchestrated agent networks with memory, tool use, and autonomous decision loops — production-grade from day one.
- LLM Fine-Tuning & Alignment/ Domain-Specific→
Domain-specific fine-tuning, RLHF pipelines, and instruction alignment on proprietary datasets.
- Edge AI & Model Compression/ On-Device→
Quantization, pruning, and 1-bit inference pipelines for IoT, satellite, and embedded systems.
- RAG & Knowledge Infrastructure/ Enterprise→
Enterprise retrieval-augmented generation pipelines using vector search and real-time document intelligence.
- AI Observability & MLOps/ Production→
Production monitoring, session tracing, FTS5 audit logs, and conversational admin dashboards.
- AI Strategy & Research/ Deep-Tech→
Technical due diligence, architecture reviews, and research roadmap design for frontier ventures.
We take on partnerships where the problem is genuinely hard. If you're building at the edge of what's possible — let's talk.