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AI·Zig founder Andrew Kelley angrily criticized Jarred Sumner and Bun's 11-day rewrite of its 1 million lines of code from Zig to Rust using Claude Fable 5 and Claude Code; the move succeeded with 16.5K USD in API costs but left 27K lines of unsafe code and sparked debates on AI-generated code quality and community ethics.
AI·The paper introduces a graph-based framework to quantify uncertainty, coherence, and robustness in LLM reasoning, addressing gaps in decoding strategies like Self-Consistency that only check final-answer agreement.
AI·Procrustes-conditioned Joint End-to-end Top-K Sparse Autoencoders extract cross-seed universal features from independently trained BERT models to address dictionary learning misalignment in mechanistic interpretability.
AI·Talos-XII is a Rust-based CLI simulator for Arknights: Endfield gacha probabilities that trains small neural nets for uncertainty modeling and decision policies without using PyTorch or tch-rs.
AI·OpenAI supports the EU Code of Practice on Transparency of AI-generated content to advance provenance standards and tools for understanding AI content.
Security, Privacy and Abuse Prevention
Hello I published a paper. Most defenses against fine-tuning poisoning try to detect malicious data or reduce its impact. I explored a different question: What if the model simply could not learn certain malicious updates? The idea is to constrain fine-tuning to a subspace learned from trusted LoRA adapters. Useful adaptation remains possible, but some malicious directions become geometrically un…
Share what your favorite models are right now and why. Given the nature of the beast in evaluating VLMs (untrustworthiness of benchmarks, immature tooling, intrinsic stochasticity), please be as detailed as possible in describing your setup (at least hardware and inference engine) nature of your usage (what applications, how much, personal/professional use) tools/frameworks/prompts etc. Rules Onl…
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