An M.I.T. Report Warns A.I. Is Causing ‘Cognitive Surrender.’ www.nytimes.com/2026/09/15/u...
Earl K. Miller
Researcher with public evidence across AI research, AI business.
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Today's AI systems learn mostly by passively absorbing data, but the brain builds intelligence in the reverse order. Grounded world models in biological organisms and future embodied AI arxiv.org/abs/2607.13560 #neuroscience
- A group of computational neuroscientists led by Giovanni Pezzulo argues current AI leans on passive linguistic training rather than grounded environmental interaction.
- The paper points to five neural circuit families including navigation, affordance perception, active exploration, allostatic control, and self-versus-external distinction.
- The authors say embodied AI is missing intrinsic dynamics, action-centered learning, autonomous open-ended learning, and social grounding aligned with human norms.
The brain continuously optimizing its predictions. Local "leaky" circuits correct errors, while hierarchies link these computations using nonlinearities shaped by prior expectations. Predictive Coding with Bayesian Priors via Proximal Gradients arxiv.org/abs/2606.08374 #neuros…
It's a struggle to figure out the math behind chaotic systems, especially when the data is limited and noisy. PEM-UDE can recover interpretable equations from messy, chaotic data, and it yields testable predictions about neural networks. arxiv.org/abs/2507.03631 #neuroscience
This seems like a bold claim, given that we still don’t understand how consciousness works and that current evidence suggests the brain operates very differently from today’s AI. A Silent Workspace In Claude Mirrors Key Features of Human Consciousness m.slashdot.org/story/4561…
A discussion of what analog cognition and consciousness imply for AI. Spoiler: the brain operates fundamentally differently from today’s AI. thecynefin.co/cognitive-ou... #neuroscience
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