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.

( Signals · Agentic AI Engineering )

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.

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

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

Hybrid Retrieval, The Boring Stack That Wins

Handoffs, Supervisors, and Swarms, Topologies That Survive Users

Guardrails as Layered Defense, Checkpoints That Fail Closed

Tool Use Is a Contract Problem, Not a Prompting Problem

KV Cache to Prompt Cache, the Architecture of Cheap Inference

Rerankers Earn Their Latency, Two-Stage Retrieval Economics

Hybrid Retrieval: Why Vector Alone Isn’t Enough

One Agent or Many? A Decision Framework from Production

Cost Observability for LLM Systems, Envelopes and Attribution

Evals Are the New Tests, Ship the Harness Before the Feature

Reasoning Models Change the Cost Equation, When to Pay to Think

Structured Outputs, The End of Parsing Pain

Chunking Is a Data Modeling Decision, Not a Preprocessing Step

Agent Memory, What to Persist, What to Forget, and Where

Serving those whoneed to stay ahead.

Applications

Company

Shaping domainintelligence,one signal at a time.

Blog & Newsroom.

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

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

Hybrid Retrieval, The Boring Stack That Wins

Handoffs, Supervisors, and Swarms, Topologies That Survive Users

Guardrails as Layered Defense, Checkpoints That Fail Closed

Tool Use Is a Contract Problem, Not a Prompting Problem

KV Cache to Prompt Cache, the Architecture of Cheap Inference

Rerankers Earn Their Latency, Two-Stage Retrieval Economics

Hybrid Retrieval: Why Vector Alone Isn’t Enough

One Agent or Many? A Decision Framework from Production

Cost Observability for LLM Systems, Envelopes and Attribution

Evals Are the New Tests, Ship the Harness Before the Feature

Reasoning Models Change the Cost Equation, When to Pay to Think

Structured Outputs, The End of Parsing Pain

Chunking Is a Data Modeling Decision, Not a Preprocessing Step

Agent Memory, What to Persist, What to Forget, and Where

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.