Ultramarine 1 Flash is a knowledge work AI model that excels in finance, law, consulting, and operations tasks at $0.13 per task. It outperforms other models like Claude Fable 5 and GPT-6 Sol on the PI Knowledge Work benchmark.
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Estimates for a short prompt on a single device. Measured numbers come from community benchmarks (r/LocalLLaMA, localscore.ai and more); others are derived from similar setups or projected from specs. Open source on GitHub.
A jailbroken PS5 can run a private language model server, PS5LM, which loads and serves models from the GPU. It answers requests from devices on the network using OpenAI and Anthropic APIs.
Researchers have solved the mystery of how NIST's widely used elliptic curve cryptography standard, ECDSA, was created. The seeds for these curves were generated by a Unix timestamp using a pseudorandom number generator from 1990s C libraries.
The author discusses how large language models can recall obscure facts from every corner of the world, and how this ability is similar to a memory store that holds key-value pairs. The author then develops an intuitive way to look at linear maps, MLPs, and self-attention as different kinds of memory stores.
Lingua Franca is a coordination language for deterministic, multi-threaded, and distributed programs with precise timing. It allows developers to write reactive components in their preferred programming languages without manual synchronization or thread management concerns.
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PyTorch's default knapsack solver is dp_knapsack, which uses dynamic programming to optimize memory usage. A new solver, dp_knapsack_sliding_hirschberg, reduces peak RAM usage by a factor of 20 using the Hirschberg trick and sliding window optimization.
The FLUX 3 Image Klein model is a 5.6B parameter open weights text-to-image generation and image editing model, ranking first in internal evaluations ahead of larger models. It's available today under the FLUX Kommunity License with pricing starting at $0.009 per 1K image for commercial use and free for individuals and non-commercial use.
Amateur radio operators in Florida played a crucial role in supporting emergency communications during Hurricane Isaias, while eBay has imposed new restrictions on listings of radio transmitting equipment due to FCC rules.
Researchers can now run the latest frontier-class model, Muse Spark Open, with nearly a trillion parameters on Mac Studio using MLX. The framework leverages Apple silicon's unified memory architecture for efficient inference and fine-tuning methods.
The Butlerian Jihad was a war against conscious machines that began in 201 B.G. and ended with the destruction of all intelligent machines, but had lasting impacts on human society and technology. The war led to a ban on thinking machines, creating a gap in humanity's quality of life and driving innovation into non-thinking devices like computers and calculators.
AVIF generally produces smaller files than JPEG XL, but the gap narrows at maximum effort settings. AVIF is faster to encode and decode, uses less memory, and has better support for progressive rendering. However, JPEG XL can make existing JPEGs 9-20% smaller without further loss and is faster to decode at very high qualities in some browsers.
Researchers used AI to design quantum circuits for chemistry, optimization, and number theory problems. The AI system improved upon existing designs by reducing the number of qubits and gates needed, potentially making practical quantum computers sooner than expected.
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Lean 4 is a functional programming language used to build RealWorld, a Medium clone app. The app's behavior was written down in Lean and tested afterwards, but it does not meet the definition of correctness by construction due to missing proofs for its SQL interactions and C bindings.
The author successfully bypassed the UART lockdown on an Eufy HomeBase 2 device, allowing them to debug key services and search for vulnerabilities. They achieved this by modifying a recovery image that was loaded into the device's flash chip, which contained a backdoored shell with root privileges.
The Monte Carlo simulation technique uses randomness and the Law of large numbers to solve various scientific and engineering problems, often used for numerical integration and estimating complex combinatorial calculations.
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2026-10-17 01:03:55 UTC
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Global trade touches every industry, and most of it still runs on phone calls and spreadsheets. We're building the AI-powered, autonomous platform that runs the entire supply chain. Our mission is to make global trade so easy there will be more of it. Come help us build.Join the team Containers get stuck. Ports back up. Customs rules change overnight. These are physical problems with real ...
The authors created a Benchmark Map to measure AI capabilities across the US economy, covering 923 occupations and 18,797 tasks. The map shows that only 90% of American working hours are spent on tasks with little or no coverage from existing benchmarks.
By subscribing, you agree to Substack's Terms of Use, and acknowledge its Information Collection Notice and Privacy Policy. Today, we are awarding a $50K First Letters Prize to Erwin Nieuwlaar for his work on PHerc. 343 (Biblioteca Nazionale di Napoli). He found the first ever text to be read in this carbonised, still-rolled scroll since it was buried in AD 79. Congratulations, Erwin! ...
LLMs compete in StarSkirmish, a test of long horizon reasoning and agentic coding, with the top model scoring 37-39 wins against competitive human bots. GPT-6 Astra is the top scorer, followed by Gemini 4 Argon and Claude Opus 5.5.
Researchers at Johns Hopkins University created micro robots to deliver medicine directly to infected heart tissue, replacing open-heart surgery and IV-drug therapy. The robots can be inserted through a small pinprick and release medication precisely, potentially treating other diseases like cancer with targeted therapy.
The Claude Code team uses a continuous review process, where machines verify code changes before human reviewers. This approach aims to minimize human review time while ensuring high-quality code and reducing reverts and incidents.
The author prefers software rendering in classic DOS games for its gritty, textured look and nostalgic value. They argue that modern hardware can handle high resolutions with a software renderer, but finding original DOS versions running on real hardware is the ultimate goal.
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Researchers have created a new material called BioPykrete, which is 10 times stronger than regular ice and can absorb more energy before breaking. It's made from ice, plant-based cellulose, and a custom protein that helps the materials bond together.
C++26 introduces a new debugging header with three functions: breakpoint(), is_debugger_present(), and breakpoint_if_debugging(). These functions allow for unconditional breakpoints and checking if the program is being traced by a debugger.
Calif Research publishes defensive work, including remediation and patch generation for open-source projects. They recently discovered a 37-year-old vulnerability in OpenBSD that could lead to local root access via a race condition and out-of-bounds write.
Two Renoir paintings stolen from a French museum were recovered hidden behind a wall, sustaining slight damage. A 29-year-old man was charged after DNA evidence linked him to the theft and recovery of the artworks.