Autonomous AI agents that reason, plan, and act across complex workflows. Designed for production, not prototypes.
We identify your highest-friction operations and rebuild them around AI. Fewer handoffs, faster cycles, no information loss.
Embedding model intelligence into existing systems. Clean APIs, careful orchestration, none of the fragility that usually follows.
Scalable pipelines for ingestion, transformation, annotation, and delivery. Structured to power model training and real-time inference.
Annotation frameworks, RLHF workflows, and evaluation harnesses for teams building and aligning frontier AI models.
Designing the connective tissue between AI components. Routing, memory, state management, and human-in-the-loop gates where they matter.
Most AI projects fail not from bad models, but from bad thinking about what the model is for. We start with the problem. The technology follows.
Again Systems — 2025
Freight brokerage platform, US market
Agentic dispatch and exception-handling system for truckload and LTL brokering, covering carrier matching, load tracking, and shipment resolution across domestic lanes.
Outcome
Exception resolution time cut from hours to minutes. Broker capacity scaled without adding headcount.
Frontier AI lab, early stage
Core training infrastructure for complex annotation, evaluation, and reinforcement learning workflows, purpose-built to develop, evaluate, and align frontier AI models.
Outcome
End-to-end pipeline from raw data to aligned model, enabling the team to iterate at a pace previously requiring 3× the headcount.
Regional healthcare network
Multi-agent scheduling and pre-authorization system, integrated with a legacy EHR stack. No rip-and-replace.
Outcome
Auth approval time cut from 3 days to 4 hours. Zero compliance incidents in 14 months of operation.
Professional services firm
Knowledge retrieval and drafting system across 11 years of internal memos, contracts, and case precedents.
Outcome
First-draft research delivered in under 90 seconds. Rolled firm-wide inside 6 weeks.