News
News and thinking on AI, workforce development, and the hardest conversations in employment.
August 7, 2026
The Goal Is Not Employment
A job at survival wage does not break the cycle. It delays the crisis. The three-pillar philosophy behind constrAInt: articulation, the trade, and the money.
Read more →August 2, 2026
A Job Is Not Enough
Getting someone a job after prison does not keep them out. Getting them a GOOD job does. Here is what the data actually says about the trades, and why the last hundred feet is a conversation.
Read more →June 30, 2026
Seventy Million People Are Waiting at a Door That Will Not Open
One in three American adults carries a record. Most of them want to work. Almost no one will let them. Here is what we are building to change that, from both sides of the door.
Read more →April 6, 2026
The CBAS White Paper Is Live
4,000 words on why every method used to control LLM behavior fails on its own, and how the Constraint-Bound Agentic Substrate orchestrates them into a system that holds. Read the full technical white paper.
Read more →April 5, 2026
What is CBAS? The Constraint-Bound Agentic Substrate Explained
Every LLM on the market is cooperative by default. CBAS was built to change that. Here's how the patent-pending constraint layer behind constrAInt works and why it matters for workforce development.
Read more →March 29, 2026
Welcome to the constrAInt blog
We are building AI-powered training for the conversations that make or break careers—interviews, pitches, and high-stakes professional simulations. Here we will share product updates, lessons from building in public, and thoughts on workforce development.
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