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antirez/voxtral.c: Pure C inference of Mistral Voxtral Realtime 4B speech to text model

antirez/voxtral.c: Pure C inference of Mistral Voxtral Realtime 4B speech to text model

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đź’Ą Explore this awesome post from Hacker News đź“– đź“‚ **Category**: đź’ˇ **What You’ll Learn**: This is a C implementation of the inference pipeline for the Mistral AI's Voxtral Realtime 4B model. It has zero external dependencies beyond the C standard library. The MPS inference is decently fast, while the BLAS acceleration is usable but slow (it continuously convert the bf16 weights to fp32). Audio processing uses a chunked encoder with overlapping windows, bounding memory usage regardless of input length. Audio can also be piped from stdin (--stdin), or captured live from the microphone (--from-mic, macOS), making it easy to…
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Why “just prompt better” doesn’t work

Why “just prompt better” doesn’t work

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✨ Check out this trending post from Hacker News đź“– đź“‚ **Category**: đź’ˇ **What You’ll Learn**: Earlier this week we published “Coding assistants are solving the wrong problem”, which made it to the HackerNews front page and drew responses from developers across industries and roles. We learned a lot from the (40+) survey responses that poured in, as well as the heated debate on how coding assistants impact software development. The latter deserves its own article-a separate post curating best practices in coding agent setup is in the works. For this follow-up article however, we will focus on main findings…
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[2512.20798] A Benchmark for Evaluating Outcome-Driven Constraint Violations in Autonomous AI Agents

[2512.20798] A Benchmark for Evaluating Outcome-Driven Constraint Violations in Autonomous AI Agents

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🔥 Check out this must-read post from Hacker News đź“– đź“‚ **Category**: đź“Ś **What You’ll Learn**: [Submitted on 23 Dec 2025 (v1), last revised 1 Feb 2026 (this version, v2)] View a PDF of the paper titled A Benchmark for Evaluating Outcome-Driven Constraint Violations in Autonomous AI Agents, by Miles Q. Li and 5 other authors View PDF HTML (experimental) Abstract:As autonomous AI agents are increasingly deployed in high-stakes environments, ensuring their safety and alignment with human values has become a paramount concern. Current safety benchmarks primarily evaluate whether agents refuse explicitly harmful instructions or whether they can maintain procedural…
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Game Theory Patterns at Work – Daeus Jorento

Game Theory Patterns at Work – Daeus Jorento

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🚀 Read this awesome post from Hacker News đź“– đź“‚ **Category**: đź’ˇ **What You’ll Learn**: Foundations: Games, Rationality, and Traps In organizations, strategies and execution are interdependent. Outcomes depend not just on what you do, but on what others do, and what they expect you to do. Game theory begins where individual optimization ends. While formal solutions rarely exist for real-world situations, the framework is useful for pattern recognition at work. Chess is not a game. Chess is a well-defined form of computation. You may not be able to work out the answers, but in theory there must be a…
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GitHub – TrevorS/voxtral-mini-realtime-rs

GitHub – TrevorS/voxtral-mini-realtime-rs

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🚀 Check out this insightful post from Hacker News đź“– đź“‚ **Category**: đź“Ś **What You’ll Learn**: Streaming speech recognition running natively and in the browser. A pure Rust implementation of Mistral's Voxtral Mini 4B Realtime model using the Burn ML framework. The Q4 GGUF quantized path (2.5 GB) runs entirely client-side in a browser tab via WASM + WebGPU. Try it live. # Download model weights (~9 GB) uv run --with huggingface_hub \ hf download mistralai/Voxtral-Mini-4B-Realtime-2602 --local-dir models/voxtral # Transcribe an audio file (f32 SafeTensors path) cargo run --release --features "wgpu,cli,hub" --bin voxtral-transcribe -- \ --audio audio.wav --model models/voxtral #…
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What Functional Programmers Get Wrong About Systems

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✨ Explore this awesome post from Hacker News đź“– đź“‚ **Category**: âś… **What You’ll Learn**: Static types, algebraic data types, making illegal states unrepresentable: the functional programming tradition has developed extraordinary tools for reasoning about programs. I have spent over a decade writing Haskell professionally, and I believe in all of it. But the very effectiveness of these tools creates a particular susceptibility. We sometimes mistake reasoning about programs for reasoning about systems. These are not the same activity, and the instincts that make you good at one do not automatically transfer to the other. This is not a uniquely…
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Is Particle Physics Dead, Dying, or Just Hard?

Is Particle Physics Dead, Dying, or Just Hard?

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✨ Read this must-read post from Hacker News đź“– đź“‚ **Category**: đź’ˇ **What You’ll Learn**: This brain drain appears to be real. I spoke to Jared Kaplan, co-founder of Anthropic, the company behind the chatbot Claude. He was a physicist the last time we spoke. As a grad student at Harvard in the 2000s, he worked with the renowned theorist Nima Arkani-Hamed to open up the new directions in amplitude research that are being actively pursued today. But Kaplan left the field in 2019. “I started working on AI because it seemed plausible to me that … AI was going…
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Upcoming changes to Let’s Encrypt and how they affect operators

Upcoming changes to Let’s Encrypt and how they affect operators

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🚀 Discover this insightful post from Hacker News đź“– đź“‚ **Category**: đź“Ś **What You’ll Learn**: 2026-02-06 by The Prosody Team On 11th February, Let’s Encrypt will be rolling out a change to the certificates they issue to servers by default. Although there is generally nothing that Prosody operators need to do, servers using the new certificates may experience problems connecting to some other XMPP servers on the network. Certificate basics First, a tiny bit of background on certificates. Certificate Authorities (CAs) such as Let’s Encrypt work by verifying that you own or control a domain, and then they issue you…
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Super Bowl Ad for Ring Cameras Touted AI Surveillance Network

Super Bowl Ad for Ring Cameras Touted AI Surveillance Network

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🔥 Read this must-read post from Hacker News đź“– đź“‚ **Category**: âś… **What You’ll Learn**: By Sharon Zhang This article was originally published by Truthout Ring’s AI-powered network is likely to be used in its partnerships with law enforcement and agencies like ICE. In an ad during the Super Bowl on Sunday night, Amazon’s Ring touted the establishment of an AI-powered surveillance network through their camera systems, which the company whitewashed under a feel-good narrative about finding lost dogs. The ad for Ring’s free “Search Party” program urges users to “be a hero” by using their surveillance cameras to help…
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America has a tungsten problem

America has a tungsten problem

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🚀 Check out this insightful post from Hacker News đź“– đź“‚ **Category**: âś… **What You’ll Learn**: America has a tungsten problemThe US will need a lot more tungsten in the future. Where will it come from?The United States needs a better plan for tungsten. For many years, the US has relied on Chinese tungsten production, but that's an increasingly tenuous position. Relatively conservative growth projections in defense and semiconductors suggest an escalation in tungsten demand. But if fusion technologies materialize, the United States will simply not have sufficient tungsten.About TungstenTungsten is a metal with a unique mix of properties. It…
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