https://sudonull.com/pytorch-hooks-for-audio-from-llm-activations
Learn how to intercept Qwen activations via forward hooks and generate ambient. Monkey patching MusicGen for vision-to-audio. Code and details for middle/senior dev.
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In this project
https://sudonull.com/system-card-mythos-rsp-3-0-and-linear-probes
Analysis of System Card Claude Mythos: transition to Risk Reports, analysis of linear probes activations, USAMO benchmarks 97.6%. Practical conclusions for AI products. Study the changes in risk assessment.
https://sudonull.com/e2ee-rcs-in-ios-26-5-beta-testing
End-to-end encryption RCS in iOS 26.5 available in beta by default. Activation details, limitations and RCS Universal Profile 4.0. Test for cross-platform security — read the analysis.
https://sudonull.com/stealer-in-litellm-key-theft-on-python-startup
Stealer of API keys, SSH, AWS discovered in LiteLLM 1.82.7/1.82.8. Activation on Python start. Recommendations for auditing and replacing keys for developers.
https://sudonull.com/rubber-duck-in-copilot-cli-ai-code-review
Learn how Rubber Duck in GitHub Copilot CLI uses a second AI model for code audit. Benchmarks, activation, and scenarios for developers. Test in the terminal right now.
From other projects
https://ymaho.com/ai-mini-proteins-control-gpcr-receptors-a-breakthrough-in-pharma
AI created mini-proteins for precise activation of GPCR in vivo. Superior to antibodies, fewer side effects. Market and impact analysis. Read more.
https://ymaho.com/ai-diagnostics-of-chromosomes-in-ivf-nmpa-approval-2026
China has approved for the first time the AI system Diagens AutoVision® for karyotype analysis in IVF. Accuracy >99%, analysis time 11 minutes. Learn how this changes reproductive medicine.
https://ymaho.com/mit-nanoparticles-for-immunotherapy-of-pancreatic-cancer-metastases
MIT scientists have created nanoparticles with AND logic for targeted activation of the STING pathway in metastases. Preclinical data: 70% reduction in metastases. Learn about the breakthrough in nanomedicine.
https://ymaho.com/mechanism-of-lung-cell-adaptation-to-tobacco-smoke-the-role-of-nrf2
Nature study: chronic smoke exposure causes mitochondrial fragmentation and NRF2 activation. How does this lead to cancer and why are antioxidants dangerous? Read.
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