Engineering Notes & Domain Intelligence

Shaping domain
intelligence,
one signal at a time.

What we ship, what we learn, and what it signals for aviation, freight, manufacturing, pharma, finance, and government.

Blog & Newsroom.

Engineering notes, announcements, and domain intelligence, written by the team that builds and operates the platforms.

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.

Shaping domainintelligence,one signal at a time.

Blog & Newsroom.

Grafana, Prometheus, Loki, Alertmanager, One Small-Team Stack

Tracing Agents Like Distributed Systems

Shadow Deployments for AI, the New Model Beside the Old One

Timeline Replay, Reconstructing a Situation Hour by Hour

Structured Outputs Beyond JSON Mode, Schemas as the Contract

Small Models, Big Systems, Routing to the Cheapest Capable Model

What We Open-Sourced This Year — and Why

Text-to-SQL in Production, Guardrails and When to Refuse

A Freight Knowledge Graph, Multi-Hop Questions SQL Cannot Answer

Hybrid Retrieval, The Boring Stack That Wins

Production ML on Databricks: Mlflow, Feature Store, Calibration

Handoffs, Supervisors, and Swarms, Topologies That Survive Users

The HEOR Workbench, From Synthesis to Value Dossier

Guardrails as Layered Defense, Checkpoints That Fail Closed

Tool Use Is a Contract Problem, Not a Prompting Problem

Building Multi-Agent Workflows on Databricks (mosaic AI Agent Framework)

Serving those whoneed to stay ahead.

Applications

Company

Shaping domainintelligence,one signal at a time.

Blog & Newsroom.

Grafana, Prometheus, Loki, Alertmanager, One Small-Team Stack

Tracing Agents Like Distributed Systems

Shadow Deployments for AI, the New Model Beside the Old One

Timeline Replay, Reconstructing a Situation Hour by Hour

Structured Outputs Beyond JSON Mode, Schemas as the Contract

Small Models, Big Systems, Routing to the Cheapest Capable Model

What We Open-Sourced This Year — and Why

Text-to-SQL in Production, Guardrails and When to Refuse

A Freight Knowledge Graph, Multi-Hop Questions SQL Cannot Answer

Hybrid Retrieval, The Boring Stack That Wins

Production ML on Databricks: Mlflow, Feature Store, Calibration

Handoffs, Supervisors, and Swarms, Topologies That Survive Users

The HEOR Workbench, From Synthesis to Value Dossier

Guardrails as Layered Defense, Checkpoints That Fail Closed

Tool Use Is a Contract Problem, Not a Prompting Problem

Building Multi-Agent Workflows on Databricks (mosaic AI Agent Framework)

Serving those whoneed to stay ahead.

Applications

Company

Shaping domain
intelligence,
one signal at a time.

Serving those who
need to stay ahead.

Shaping domain
intelligence,
one signal at a time.

Serving those who
need to stay ahead.