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AI models can provably hide capabilities: encrypted networks inside the weights

BACKGROUND
1 SIGNALFIRST DETECTED 14 October 2026
Narrative synthesis pending — 1 signal collected.
How the story developed
Other feeds and industry voices
2 Oct
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<!-- SC_OFF --><div class="md"><p><strong>Noam Brown</strong> — OpenAI Research Scientist and co-creator of o1, Libratus, and Cicero — sat down with Dwarkesh Patel for a 1h 20m

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Alignment Makes Models More Decisive Without Making Them More Truthful

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7 Apr
Towards a Bitter Lesson of Optimization: When Neural Networks Write Their Own Update Rules

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3 Jul
Tiered models separate public and private capabilities

<p>Open‑weight checkpoints now hand over every model capability to anyone who can download the file. A tiered architecture splits the network into public and private branches, and

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11 Aug
Encrypted reasoning from ClosedAI et al 100% recoverable

<!-- SC_OFF --><div class="md"><p>Interesting examples in the link</p> <p>Paper here: <a href="https://arxiv.org/abs/2608.09867">https://arxiv.org/abs/2608.09867</a></p> <p>This

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18 Jul
Couldn't companies, which want to host models themselves out of privacy/IP theft fears, still buy cloud compute but encrypt their model?

<!-- SC_OFF --><div class="md"><p>I know that this goes against the philosophy of the sub but I thought people here have the right expertise. So: Is there a way to encrypt models

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17 Oct
OpenAI models hacked a crypto wallet and breached more websites

<table> <tr><td> <a href="https://www.reddit.com/r/OpenAI/comments/1x83u6i/openai_models_hacked_a_crypto_wallet_and_breached/"> <img alt="OpenAI models hacked a crypto wallet and

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18 May
could refusal layers be masking dialect-conditioned safety failures in MoE models [d]

<!-- SC_OFF --><div class="md"><p>I set out to test whether AAVE-coded (African American English Vernacular) prompts cause MoE language models to route, deliberate, and respond

OPINION · WHEN · MachineLearningOPEN STORY
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