Semantic Memory Systems

Remember what matters.

AI systems that know what matters, what's uncertain, and how to tell the difference.

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The Problem Nobody Wants to Admit

Your AI is lying. Not maliciously—it just doesn't know any better.

Chatbot Problem: Customer asks a simple question. Chatbot answers confidently. Answer is wrong—from a policy updated six months ago.

Knowledge Base Problem: Team searches the wiki. Four documents about the same process. Each says something different. Nobody knows which is right.

Drift Problem: You update the source. Training materials don't update. Chatbot doesn't update. FAQ doesn't update. Seven versions of "truth."

If you can't answer immediately whether your AI is lying, the answer is yes.


What is Semantic Memory?

Semantic memory remembers meaning, not events, knowledge detached from the episode of learning it. You know that Paris is in France, but you don't remember the moment you learned it. The fact is just... known.

Tulving, 1972

Most AI systems have only episodic memory. They store documents with timestamps. They retrieve based on similarity to stored records. They have no concept of what's true, only what was stored.

Semantic Memory Systems establish canonical truth, verify at the source, generate from verified claims, and stop when they are uncertain. They don't chase perfect recall. They remember what matters.

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How It Works

Layer_1_Canonical:
what: Verified claims with ownership
not: Documents that drift
Layer_2_Derivation:
what: Generated outputs from claims
not: Independent copies
Layer_3_Discrimination:
what: Systems that say 'I don't know
not: Confident lies

Full Architecture →


Proof Points

We don't just consult—we build.

TerpTune: Neurochemistry wellness tracking. Karl remembers patterns, not timestamps. → terptune.com

Book of Fire: Thesis built with the methodology it describes. → s3kai.com

This Website: The site you're reading, built on its own methodology. → How This Site Works

All Proof Points →


Industries

Healthcare

Protocol says one thing. Order set says another. Patient is in the middle.

Healthcare →

Software

Your docs are wrong. Your users found out before you did.

Software →

Retail

Everyone has the price. Nobody has the same price.

Retail →

Education

You know something is wrong. You just can't prove it.

Education →

About

SemanticMemorySystems is the consulting practice of Mark Ulett.

Decades watching organizations build systems that don't remember correctly. Documents drift. Knowledge bases lie. AI amplifies the problem.

We fix this with architecture that makes truth verifiable and lies detectable.


Ready to Stop the Lying?

Your AI needs memory architecture—canonical truths, verified claims, and infrastructure to say "I don't know."

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