The Hidden Layer
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agent memory (1)
continual learning (1)

The Hidden Layer

Essays from Bloo-Mind AI Ltd.

 

The Benchmark Theatre: Why Almost Nothing You’ve Read About Agent Memory Scores Is True

agent memory

The agent long-term memory leaderboard is theatre. I work through the MemPalace controversy, the Mem0–Zep–Letta dispute, and the six structural reasons almost no published memory benchmark score should be taken at face value — broken ground truth, lenient LLM judges, benchmarks short enough to fit in a single context window, and the small matter that every system is evaluated by its own authors. If you are picking a memory system today, the most useful thing you can do is ignore the published number.

2026-05-20
Dell Zhang
 

The Master Algorithm of AI, Finally? On LLM-Empowered Heuristic Learning

continual learning

Has Pedro Domingos’ Master Algorithm quietly emerged? In his 2015 book, Domingos asked for one learner to unify machine learning’s five tribes. A decade later, nobody has produced one. But over the last few months, four independent works — by Jiayi Weng, Jun Wang, and Andrej Karpathy — have converged on the same closed loop: a frozen LLM edits an external artefact (rules, skills, wiki, code) instead of its own weights. By Domingos’ own criteria, this paradigm has a stronger claim to the title than anything before it. And the honest reasons to hesitate aren’t the obvious ones.

2026-05-12
Dell Zhang
 

Hello, World!

A first essay to validate the setup

2026-05-11
Dell Zhang
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