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Notes from the
memory architects.

Technical writing on the three pillars of enterprise AI — semantic context, engineered agent systems, and brain-inspired memory. No buzzwords, no demos.

episodic buffer consolidation — "sleep" structured long-term memory ★ Featured
Memory System · Deep Dive

Inside a Memory That Learns: What the Brain Taught Us About Agent Architecture

Catastrophic interference, complementary learning systems, and why our memory consolidates experience while it "sleeps." A conceptual tour of the architecture behind our signature service.

MMMarcel Meyer
9 min read
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with memory stateless
Pillar 03 · Memory

Your Agent Makes the Same Mistakes Every Day. Here's Why.

RAG is lookup, not learning. What real memory requires, what a live 2026 deployment showed about compounding accuracy — and why memory is the only durable moat.

MMMarcel Meyer
July 2026
7 min read
orchestrator research origination support
Pillar 02 · Agent Systems

Your Agent Works. It's Still Not a System.

The anatomy of a production-grade agent architecture: orchestration, MCP and LLM gateways, delegation tokens, and the honest test that separates systems from prompt wrappers.

MMMarcel Meyer
July 2026
7 min read
counterparty trade meaning invoice commodity
Pillar 01 · Semantic Layer

The Hallucination Tax: What Your AI Pays for Not Knowing Your Business

Every request without a semantic layer pays for rediscovery — in tokens, in latency, in wrong answers that look right. How an ontology turns guessing into navigation.

MMMarcel Meyer
July 2026
6 min read
White Papers — The Three Pillars Series
Pillar 01 · PDF

The Semantic Layer: Teaching AI What Your Data Means

Why agents guess, what it costs, and how an ontology becomes a map your agents can follow.

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Pillar 02 · PDF

Engineered Agent Systems: From Prompt Wrapper to Production

Orchestration, gateways, delegation, and the security of the tool chain.

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Pillar 03 · PDF

Memory: The Layer That Learns

Why RAG is not memory, and how complementary learning systems make AI compound.

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Synthesis · PDF

The Three Pillars: Why Architecture Beats the Model

How the pillars interlock — and why the model becomes a dial, not a marriage.

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