Are There Problems Beyond the Reach of AI [video]
The central question is whether some problems lie beyond AI’s capabilities. The page provides no details about the video’s answer. (youtube.com)
A Hugging Face repository presents “numbat” as an alleged Anthropic checkpoint from a Mythos-class model’s pretraining run, linking its codename to a phrase said to appear in a March 2026 Claude Code source leak. The uploader describes a hybrid architecture combining Gated DeltaNet and Multi-head Latent Attention, mixture-of-experts layers with 1,224 experts, and multi-token prediction. The model card advertises roughly 14 trillion parameters, while Hugging Face’s metadata reports about 6.8 trillion. Its files are said to span 772 safetensors shards totaling about 7.72 TB, with configuration, tokenizer, tensor index, metadata, training-log excerpts, and a custom reference implementation.
The uploader says the checkpoint is from step 1,830,000 of a planned 1.96 million-step run and has not undergone post-training or RLHF, so its outputs would be raw pretraining completions. The included code is claimed to load the tensors strictly and support inference; the uploader says the checkpoint was quantized to NVFP4 for evaluation, while full-precision training weights and optimizer state stayed within Anthropic’s cluster. To support authenticity, the repository cites consistency checks on tensor formats, quantization values, file sizes, and index entries, along with the alleged codename reference and architectural fit. These are the uploader’s claims; the repository provides no independent confirmation of the checkpoint’s origin.
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The central question is whether some problems lie beyond AI’s capabilities. The page provides no details about the video’s answer. (youtube.com)
Heretic 2.0 is a training-free tool for modifying language models, with censorship removal as its main function. It also supports changes such as suppressing sycophancy and low-quality output, and its creator says refusal suppression has improved. (news.ycombinator.com)
AI’s mathematical breakthroughs are changing the field, but mathematicians should focus on enforcing standards for writing, attribution, and verification rather than mourning the change. Solving major open problems does not end mathematics; it creates new questions and areas to explore. (terrytao.wordpress.com)
An alleged leak of Anthropic’s Mythos-class model surfaced on Hugging Face. The linked URL was deleted over malware concerns. (news.ycombinator.com)
A 2D pixel-art medieval fantasy game was created in six hours with AI-assisted coding. AI-generated sprites helped shape its characters. (sabih.dev)
AI coding workflows will keep evolving, while reliable tools and solid engineering practices remain valuable. Pi stands out as an open-source, vendor-agnostic coding harness that is minimal and extensible. (destiner.io)
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