Framework
Truth at the Foundation
Hallucination isn't a model problem. It's a data architecture problem. Fix the foundation, not the output.
A framework by Jason Alan Snyder, Co-Founder and Chief AI Officer of Artists & Robots.
What it means
When an AI system states something false, the usual response is to correct the answer or tune the model. Truth at the Foundation says the fault is upstream: a system that cannot say where a fact came from, how fresh it is, or how much to trust it will keep producing confident errors no matter how the output is polished.
The fix is architectural. Score data before it is used. Carry provenance with every claim. Make the system show its sources, so a false statement has nowhere to hide and a true one can be checked.
How the studio applies it
Every answer the homepage agent gives lists the sources it used, and every stored brief on this site keeps those links. A reader can open each one. That is the foundation doing the work, not a disclaimer on the output.
Read more
Jason’s Forbes columns:
- Beyond The Illusion: The Real Threat Of AI: WEF Global Risks Report 2025 Forbes, January 19, 2025
- The Mirror Trap: AI Ethics And The Collapse Of Human Imagination Forbes, April 27, 2025
- Friction Is The Point: What AI Will Never Understand About Being Human Forbes, June 15, 2025
- Every AI Model Is Saying The Same Thing. That Should Terrify You. Forbes, April 23, 2026
- The Machines Are Praying, And Nobody Wants To Talk About It Forbes, May 17, 2026
- Jason Alan Snyder the author page
- Briefs the agents wrote every brief, with the sources it used
- Ask the agent a real question about your category, on the homepage
The other frameworks
- Friction Is Form Removing friction removes meaning. The right friction is what makes humans decide things.
- Authorship Over Automation Speed is abundant. Soul is the scarcity.
- The Speed of Meaning The question isn't how fast you can produce. It's how fast you can produce something that actually means something.
- Intelligence First Design the intelligence underneath the work before anyone sketches a set or writes a script.