Most AI work dies in a notebook. Quantum Labs exists to make sure yours doesn't. Inference at scale, agents that handle the ugly edge cases, pipelines that run when no one's watching. This is where Orion's AI capability lives.
Applied AI & production systems
We don't need the perfect model — we need the right scaffolding: retrieval layers that feed context without hallucination, evaluation harnesses that catch regressions before users do, orchestration that lets agents collaborate without stepping on each other.
The model is the engine. We build the car.
Standing still. Same capability as day one.
One percent compounds. That's the lab's operating principle.
Every engagement starts with a constraint — budget, timeline, regulatory, technical — and ends with a system that respects all of them.
Multi-step agents on Claude and Bedrock that use tools, hold memory across sessions, and know when to escalate. Document triage, candidate ranking, code review, compliance screening — running autonomously within guardrails you define.
Inference pipelines on Lambda, ECS, and Bedrock — auto-scaling, cost-optimized, observable. RAG backed by vector stores. Infrastructure your platform team inherits and operates without calling us back.
Anomaly detection that pages before the customer notices, forecasting models that inform budget cycles, scoring engines that rank what matters. BI that changes the decision, not just decorates the slide.
You have a thesis. We prove or kill it in fourteen days. Real data, real users, real constraints. If the spike works, we graduate it to production. If it doesn't, you've spent two weeks instead of two quarters finding out.
No hype-driven choices. Every layer earns its place under load.
No pitch deck required. Describe what's broken, what's slow, or what doesn't scale. We'll come back with a plan, a timeline, and an honest assessment of what AI can and can't do for your case.
Talk to the Lab