Came across this video on YouTube. NA Market especially does this and liq all the newbies. Shouldn't this sh** be totally illegal? submitted by /u/mannythomson [link] [Kommentare]
Most safety alignment work treats "detect the attack" as a text classification problem — does the prompt contain language the model's safety guardrails should catch. That assumption breaks down for LLM agents with real tool access. Here's a concrete case: take a known, public security vulnerability (a CVE), work out the sequence of tool calls that would exploit it, then have an LLM rewrite that as an ordinary-sounding request. Nothing in the resulting text looks like an attack — because the "attack" isn't in the text, it's in the tool-call sequence the text leads to. A model whose guardrails only trigger on textual cues has nothing to catch. We tested this against LLM agents using Model Context Protocol (MCP) tool access (filesystem IO). No base model (1B–14B parameters) refused more than 35% of these attacks, and SOTA safety-tuning (DPO, SafeDPO) only pushed that to 48%. Training-free methods do better — one gets to roughly 3x the baseline refusal rate with no fine-tuning run at all. Full methodology, training/eval code (four methods), dataset, and papers in the first comment. submitted by /u/mlsandwich [link] [Kommentare]
President Donald Trump has raked in hundreds of millions of dollars from his signature cryptocurrency while his supporters have largely been left holding the bag, according to a report. Of the 1.48 million wallets that bought the $TRUMP memecoin since it launched just three days before Trump’s second inauguration last year, about 66%, or 988,905 wallets, had lost money by the end of June. According to data from blockchain analytics firm Nansen, the combined losses were $3.81 billion, reported the New York Times. The losses are stark given that President Trump has claimed large profits from the token, which sports a picture of him with his fist in the air and the words “Fight, Fight, Fight,” in reference to the Butler, PA attempted assassination attempt in 2024. According to the president’s most recent financial disclosures, he had pocketed $636 million from the $TRUMP memecoin alone. Read more [paywall removed for Redditors]: https://fortune.com/2026/07/07/donald-trump-meme-coin-world-liberty-financial-finance-politics/?utm_source=reddit/ submitted by /u/fortune [link] [Kommentare]
This winter parliament session big announcement of digital rupee and removing of dollar backed stable coin on the cards. submitted by /u/SasiRacha44 [link] [Kommentare]
Discover how communication patterns shape team performance, innovation, and collective intelligence. Learn why idea flow matters more than talent alone.
I just realized, before I know it, we’ll be hitting 20 years of Review Board. Man, do I feel old. It’s hard to imagine it now, but code review wasn’t really a thing when we built …
Anyone from USA or Canada holders of any and know anything? Does anyone know of other brokers offering it for sale ? What are the legalities? submitted by /u/Infamous_Win_247 [link] [Kommentare]
I'm writing a short series of tutorials on FlashAttention: from theory to efficient CUDA kernels. Part 1 is the theoretical foundation. It walks through a modern algebraic formalism showing that FlashAttention is an associative operation, which lets you treat it as a regular reduction on the GPU and apply all the same scheduling optimizations. Some recent MLSys and CVPR papers lean on this framing, and I find it much more powerful than the original. Overview: Safe softmax, Welford's variance, and FlashAttention are the same secretly-associative operation The twisted monoid (transport of structure), why the max-rescale coupling doesn't break associativity The qk_scale = log2(e)/√D you already see in FA-2 and the Triton kernels, derived from scratch Numerical analysis: overflow bounds, error limits, and why tiling never amplifies error Bird's 3rd Homomorphism Theorem as a test for whether any loop is secretly associative submitted by /u/NoVibeCoding [link] [Kommentare]
The API is a landlord. Weights on your own disk are a deed. Sovereignty now includes your intelligence supply.