Uthynauta
RSS FeedNotes on AI systems, agents, and whatever comes next.
Technical essays, experiments, and notes about LLMs, inference, observability, agentic systems, and engineering.
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The Token Metric Is Dead
Tokens are still useful for billing and I/O. But as reasoning moves behind opaque summaries — and increasingly into latent computation — they may be becoming a terrible proxy for how much work a model actually did.
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The Tiger and the Cage: Why Alignment Must Go Beyond the Model
A chain of thought is not enough to verify the alignment of an AI system. An engineering approach that brings together representations, evaluation, human authority, and containment.