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Llama.cpp Adds Real Reasoning Budget Control

Llama.cpp Adds Real Reasoning Budget Control

Llama.cpp introduces sampler-based reasoning budget to limit thinking tokens and force termination. Includes --reasoning-budget-message flag to smooth transitions, restoring performance on Qwen3 9B HumanEval from 78% to 89%. Experimentation encouraged for optimal settings.

Reddit r/LocalLLaMACommunityMar 11#reasoning#sampler#budget
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Cybersecurity Must Protect Physical Reality

As industrial systems, infrastructure, robots, and AI agents gain the ability to change physical conditions, cybersecurity must protect actions and outcomes—not only data and access. The article argues that future defenses need to evaluate whether an authorized action is appropriate for the current environment, state, and safety boundaries.