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.

Context Rot, Why Long Contexts Degrade and Curation Wins

Multimodal Retrieval and the PDF Problem OCR Never Solved

Approval Gates That Scale, Designing the Escalation Surface

Prompt Injection Defense in Production

Context Engineering Replaced Prompt Engineering

Small Language Models in the Loop, Four Jobs They Do Best

Evaluating Retrieval Without Golden Answers, Judges and Canaries

Agentic RAG, When the Retriever Becomes a Tool

A2A and MCP, What Agent Interop Means for Your Architecture

MCP in the Enterprise, One Protocol for Every Tool

Quantization in Practice, What 4-Bit Costs Enterprise Accuracy

Metadata Filters Beat Bigger Embedding Models in Production

The Context Window Is a Budget, Spend It Like an Engineer

Tracing Agents Like Distributed Systems

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

Structured Outputs Beyond JSON Mode, Schemas as the Contract

Serving those whoneed to stay ahead.

Applications

Company

Shaping domainintelligence,one signal at a time.

Blog & Newsroom.

Context Rot, Why Long Contexts Degrade and Curation Wins

Multimodal Retrieval and the PDF Problem OCR Never Solved

Approval Gates That Scale, Designing the Escalation Surface

Prompt Injection Defense in Production

Context Engineering Replaced Prompt Engineering

Small Language Models in the Loop, Four Jobs They Do Best

Evaluating Retrieval Without Golden Answers, Judges and Canaries

Agentic RAG, When the Retriever Becomes a Tool

A2A and MCP, What Agent Interop Means for Your Architecture

MCP in the Enterprise, One Protocol for Every Tool

Quantization in Practice, What 4-Bit Costs Enterprise Accuracy

Metadata Filters Beat Bigger Embedding Models in Production

The Context Window Is a Budget, Spend It Like an Engineer

Tracing Agents Like Distributed Systems

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

Structured Outputs Beyond JSON Mode, Schemas as the Contract

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.