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91 % of the accuracy at 1 % of the tokens — the Pareto position for AI memory

On LongMemEval-500, ZenBrain reaches 91.3 % of a long-context oracle's accuracy at 1/106ᵗʰ the per-query token budget. The oracle wins by 4.5 percentage points, burns 106× more tokens, and has no memory architecture at all.

Alexander Bering · April 27, 2026 · 6 min read
91 % of the accuracy at 1 % of the tokens — the Pareto position for AI memory

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Cooperative Survival Network: what 15 algorithms actually do under stress
Engineering

Cooperative Survival Network: what 15 algorithms actually do under stress

Apr 27, 2026 · 7 min read

How We Built Memory Into an AI OS: The 9 Neuroscience Algorithms Behind ZenBrain
Engineering

How We Built Memory Into an AI OS: The 9 Neuroscience Algorithms Behind ZenBrain

Apr 4, 2026 · 8 min read

How We Built A-RAG: When Retrieval Learns to Think Before Searching
Engineering

How We Built A-RAG: When Retrieval Learns to Think Before Searching

Mar 31, 2026 · 6 min read

Sleep Consolidation: Teaching AI to Dream
Engineering

Sleep Consolidation: Teaching AI to Dream

Mar 31, 2026 · 8 min read

How We Built a Memory System That Thinks Like a Brain
Engineering

How We Built a Memory System That Thinks Like a Brain

Mar 29, 2026 · 7 min read

The Art of Forgetting: Why Your AI Needs to Learn to Let Go
Engineering

The Art of Forgetting: Why Your AI Needs to Learn to Let Go

Mar 29, 2026 · 7 min read

Clarify Complexity — How Focus Becomes Efficiency
Product

Clarify Complexity — How Focus Becomes Efficiency

Mar 27, 2026 · 4 min read

Open Source as Foundation: Why We Give Away Our Core
Community

Open Source as Foundation: Why We Give Away Our Core

Mar 27, 2026 · 5 min read

Why I'm Building a Brain for My Children
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Why I'm Building a Brain for My Children

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From Idea to Algorithm: The Science Behind ZenBrain
Engineering

From Idea to Algorithm: The Science Behind ZenBrain

Mar 27, 2026 · 5 min read

From Question to Finished Presentation — In One Chat
Product

From Question to Finished Presentation — In One Chat

Mar 27, 2026 · 3 min read

Why We Choose Self-Hosting Over the Cloud
Opinion

Why We Choose Self-Hosting Over the Cloud

Mar 27, 2026 · 4 min read

GDPR-Compliant AI for SMEs
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GDPR-Compliant AI for SMEs

Mar 25, 2026 · 1 min read

Engineering

Research as Documentation: Pre-Registration and Replication

Aug 19, 2025 · 3 min read

Opinion

Civil Liberties First: Researching Safety in Public Spaces

Mar 25, 2025 · 3 min read

Engineering

Seven Layers: A Memory Model Takes Shape

Jan 28, 2025 · 3 min read

Engineering

An Architecture for Memory: The First Sketches

Jul 23, 2024 · 3 min read

Opinion

Why Software Forgets — and Why Retrieval Is Not Memory

Sep 12, 2023 · 3 min read

Opinion

What Two Decades of Building Systems Taught Us About Memory

Oct 18, 2022 · 3 min read

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