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Walls, Shields, and Illusions: Defenses and Their Limits
Essay 3 in the Humble Model Series I. Introduction: The Arms Race Begins In Essay 2, we saw the attack. A well-trained model, 99.19% accurate on clean MNIST, was silent about its own limits. Only 4.4...
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Thinking Tokens Are Not Free. Most Pipelines Treat Them Like They Are.
The hidden ops problem inside agentic pipelines using OpenAI GPT-5.x and o-series, Claude Opus/Sonnet 4.x, Gemini 3/2.5 reasoning models⌠Continue reading on Towards AI
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