Where the discipline is engineered.
Six capabilities, refined inside our own production platforms before they ever reach a client system. This is how we build, and what we have built.
The Six Capabilities
Auto-advancing · hover to pause · click to exploreIntegrate multi-modal data at speed.
Open ingestion across operational feeds, market data, sensor streams, documents, and public sources, fused into one queryable picture. Streaming or batch, cloud or air-gapped.
- Public aviation feeds fused for disruption predictionAeroFarr
- Freight market, lane, and carrier data unified for analysisFreightCortex
- Governed lakehouse sources bound for creative productionAlchemyLake
A living twin of your operations.
Domain models engineered for industries with intricate temporal and geospatial structure: network graphs, process models, and digital twins that stay synchronized with the real world.
- Airspace network models for cascade awarenessAeroFarr
- A physical twin of the national freight networkFreightCortex
- Manufacturing process models for IATF and ISO environmentsSPCio
Anticipate what is next, with honest uncertainty.
Calibration-first forecasting: ensembles, conformal intervals, and uncertainty reporting. A confident wrong answer is worse than an honest uncertain one.
- Pre-departure disruption risk with calibrated intervalsAeroFarr
- Market anomaly and rate signalsFreightCortex
- Process drift detection on the lineSPCio
Act with confidence in the outcome.
From predicted futures to evaluated courses of action: generative planning, scenario simulation, and deterministic risk engines that rank alternatives before you commit.
- Disruption-recovery planningAeroFarr
- Scenario simulation across freight corridorsFreightCortex
- Lakehouse cost engineeringDatabricks Practice
Agents that do real work, under supervision.
Planner, executor, critic, and referee architectures with deterministic tool use, persistent memory, and evaluation harnesses. Agents, not chatbots.
- Tool-using freight analyst with agent-to-agent interfaceFreightCortex
- Supervised quality workflows, fully air-gappedSPCio
- Verified creative pipelines with sealed provenanceAlchemyLake
Answers grounded in evidence, always cited.
Hybrid retrieval over domain corpora, running in the cloud or inside sovereign air-gapped environments on local models only.
- Aviation safety-report retrieval with citationsAeroFarr
- PRISMA-aligned literature screeningEvidAI
- Sovereign air-gapped knowledge corporaSPCio
How We Innovate
The operating method, no secrets requiredBuild on our own risk first
Every technique earns its place inside one of our platforms before a client sees it. The lab is not a slide library: it is a portfolio of running systems, and each one is a standing experiment in what actually works under production pressure.
Calibration before capability
A model that cannot state its own uncertainty does not ship. Conformal intervals, ensembles, and live calibration monitoring are the entry requirements, because operators only act on numbers they can trust.
Agents under command
Planner, executor, critic, and referee roles with deterministic tools and approval gates. Autonomy is earned one supervised workflow at a time, with evaluation harnesses watching every role.
Sovereign by design
The same stack runs in the cloud and fully air-gapped on local models. Environments where data cannot leave the building get the whole capability, not a reduced mode.
The Platform Index
Everything built in the labLab Notes
Agents · retrieval · models · productionHuman-in-the-Loop That Doesn’t Kill Velocity
Local and Air-Gapped LLMs, What Actually Works Offline
GraphRAG and Knowledge Graphs, When the Extra Structure Pays
Long-Horizon Agents, Memory, Compaction, Context Discipline
Platform Teams for AI, One Paved Road Instead of Ten Stacks
The Deterministic Shell, Code Computes and Models Narrate
The Token Economics of Agentic Systems
Agentic Retrieval, When the Agent Decides What to Fetch
Capabilities are claims. Applications are proof.
Serving those who
need to stay ahead.
We don't pitch slide decks. We show you what we've already built in your domain, then engineer what your mission requires.
