Research

Benchmarks and studies from the Fluxyr team.

Evaluating top-tier coding models for ephemeral code generation

Ten frontier models, forty single-purpose tasks, executed and graded on whether the code actually runs, actually works, and what it costs. The finding: for small programs, correctness is nearly solved — and a cheap model plus one self-review pass matches the best models at a fraction of the price.

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All research

Research paper · Cognitive architecture

An Algorithmic Architecture for a Synthetic Brain Inspired by Human Memory

The SyntheticBrain — an architecture that gives AI a structured, persistent, human-inspired memory: short-term working memory plus distinct semantic, episodic, and implicit long-term stores, with algorithms for encoding, consolidation, context-aware retrieval, and pruning.