News
News and thinking on AI, workforce development, and the hardest conversations in employment.
November 4, 2026
Low Risk, Still Locked Up
Alabama's own risk tool rated 766 parole applicants low risk last year. Three out of four were still denied. Here's what that costs, and who pays for it.
Read more →October 12, 2026
Articulation Is the Translation
Life-changing opportunities are handed out in conversations. Struggle builds real skill, but it does not hand you the words. The evidence says articulation is the translation from a life of struggle to a life that prospers.
Read more →September 7, 2026
Where is the Prison Labor Market Headed?
AI needs human labor. Prisons have a captive workforce. Those two facts are about to meet, and the outcome depends on who builds the infrastructure first, and what they build it for.
Read more →August 23, 2026
Reentry Employment, by the Numbers: What Every Director Should Know in 2026
Unemployment near 27 percent, a $1 trillion annual burden, and fourteen randomized evaluations pointing at the real bottleneck. The statistics every reentry employment program should have on one page.
Read more →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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