Devtools must be open source

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Software engineers used to rarely write personal software, but now agents can easily manage customizing software, making it easier to personalize and maintain. Agents can build and manage custom software with minimal programming, allowing for more efficient and flexible use of software.

MiniMax H3 Day-0 Support in ComfyUI: Open Weights, Native Audio, and 2K Video

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MiniMax H3 is a next-generation open-weights video model that generates 2K video with real stereo sound up to 15 seconds. It combines text, images, video, and audio inputs with a prompt to create a single video clip, reducing five tasks into one model.

What's the largest software project AI can complete on its own?

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Researchers created MirrorCode, a benchmark to test AI models on long-horizon coding tasks, where AI re-implements entire programs without original source code. AI models can already solve MirrorCode tasks, such as re-implementing a 16,000-line bioinformatics toolkit in 14 hours, costing $251.

Wind and solar overtake fossil fuels in Germany for the first time

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Germany's electricity in 2025 came from wind and solar power more than fossil fuels for the first time, with 225 TWh from renewables and 217 TWh from fossil fuels. This shift reflects Germany's two-decade growth in solar and wind under its "Energiewende" strategy to transition away from coal and nuclear power.

Launch HN: Hoplite (YC S26) – Effortlessly deploy cloud coding agents

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Effortless cloud coding agents that feel good to use.

Andy Pavlo joins ClickHouse to establish ClickHouse Labs

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I'm joining ClickHouse to lead ClickHouse Labs, a research team focused on advancing database technology. Our goal is to conduct impactful research and transform ideas into technology that benefits users, building on ClickHouse's strong foundation and exploring emerging AI and agentic technologies.

How Hollywood stopped making movies in Hollywood

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The entertainment industry in Los Angeles has been experiencing a production migration due to rising costs and tax incentives offered by other cities, leading to a decline in physical production in Hollywood. This migration has resulted in a widening gap between where stories are set and where they are filmed, with many productions choosing locations based on financial considerations rather ...

Ten advances in mathematics and theoretical computer science

Don't be a meat proxy

You're frustrated with relying on AI output in conversations and code reviews, feeling it lacks value and understanding. The effort of reading, validating, and writing a response in your own words is what adds value.

Qwen3.8-Max: A New Bar for Coding and Cowork

Qwen Studio offers comprehensive functionality spanning chatbot, image and video understanding, image generation, document processing, web search integration, tool utilization, and artifacts.

AirLLM 70B inference with single 4GB GPU

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AirLLM is a library that reduces inference memory usage for large language models, allowing them to run on a single GPU card without quantization or pruning. It supports various models, including Llama, Qwen, DeepSeek, and more, and can be used with a simple one-line initialization.

Celebrating 45 Years of Kermit with the First New C-Kermit Release in 15 Years

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Show HN: Product analytics (and evals) for agent sessions on your MCP

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Armature captures user sessions with AI agents, grouping them into use cases and ranking by volume and success rate. It detects failures, redacts PII and secrets, and scores sessions for user satisfaction, with free plans up to 1,000 sessions a month.

Bonsai: Janestreet's UI Library

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Bonsai is a UI library for building performant, reactive web applications in OCaml, inspired by Elm. It allows for composable state machines and incremental rendering, making it easy to manage state and UI updates.

SQLite Critical CVEs or LLM Slop?

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A GitHub account published 50+ SQLite vulnerability advisories, but JFrog security researchers found that 54 were fabricated and one contained a real bug with unverified metadata. This incident highlights a systemic issue with automated vulnerability ingestion, where plausible-sounding fake advisories can cause organizations to waste time investigating and patching non-existent vulnerabilities.

SearXNG in Rust

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A SearXNG-style metadata search engine written in Rust. Fans out queries to multiple search engines concurrently, scrapes their HTML results, deduplicates by normalized URL, and ranks using Reciprocal Rank Fusion (RRF). Results are deduplicated by normalized URL (tracking params stripped, locale prefixes removed, query params sorted) Duplicate URLs are merged and scored with RRF (score = Σ ...

SPF Record Syntax: Mechanisms, Qualifiers, Modifiers, and Macros

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SPF record syntax follows a specific format with three parts: version tag, mechanisms, and modifiers, and one syntax error invalidates the whole record. SPF records must be published as a single TXT record with a maximum of 10 DNS-querying terms and 2 void lookups to avoid PermError.

C++ float-to-int conversion can be undefined behavior

Converting a float to an int in C++ is undefined behavior when the value cannot fit into the destination type, even with -Wall and -Wextra. The correct fix is to bounds check before casting, as relying on undefined behavior can lead to different results on different hardware.

Explanation of INT8 ConvRot (FP8 is no longer needed)

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The modeling and quantization method called INT8 ConvRot, which was natively supported in ComfyUI v0.27.0 released on July 1, 2026, is a hot topic.It is particularly beneficial for the GeForce RTX 20/30 series, but it has also been reported to provide performance exceeding the previously standard FP8 and FP8 Scaled formats on the GeForce RTX 40/50 series as well.Because of this, it is said ...

Taylor Farms has rewritten its cyclospora statement four times in sixteen days

A company's public statements during an outbreak have changed significantly over 16 days, omitting key information and contradicting previous claims. The company's testing methods and hazard analysis are being questioned, with critics arguing that the company's negative test results do not prove the product was clean.

Rust project goals: Immobile types and guaranteed destructors

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Rust proposes introducing new traits like Move and Forget to make explicit what operations are possible on a type, allowing types to opt out of being moved or forgotten. This change aims to simplify immovable types and enable safe scoped spawn for async, while eventually deprecating the Pin trait.

Show HN: Nightcrawler – A local AI pentesting agent running on a smartphone

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Nightcrawler is a smartphone-based penetration testing agent that automates network discovery, vulnerability scanning, and reporting without cloud connectivity. It uses a 1.2 billion parameter AI model to decide its actions and can even crack WPA2 networks if dropped without WiFi.

What DMARC Protects You From, and What It Does Not

DMARC is a protocol that checks if an email's visible From address matches the domain that authorized the message. It evaluates SPF and DKIM results to determine if the message is genuine.

Prevent cognitive debt by manually retyping LLM-generated code

The user uses coding assistants to fast-forward through boring parts of projects, but manually types generated code to understand and adapt it, valuing comprehension over productivity. This workflow helps them build a mental model of their codebase and detect potential issues, allowing them to work faster and more efficiently.

Games at the press of a button: The Rip-O-Bot (1989)

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Fukio Mitsuji, a game designer, warned against imitation games in a 1989 column, predicting a future where machines could create passable derivatives. He emphasized the importance of originality, saying "the idea is the one and only, final weapon left to you."

Kraid is a now a real compiler

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Kraid, the new compiler for the Panfrost driver stack, now passes all 800,000 Vulkan CTS compute shader tests. It still needs work on vertex and fragment shading, but has a solid foundation for future improvements.

The Abandoned Fish Sauce Terrorizing a Small Canadian Town

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A Canadian town, St. Mary's, has been plagued by a 20-year-old fish sauce stench from abandoned vats, but cleanup efforts have finally begun. The resulting fish sauce, if processed, might have a unique flavor profile due to prolonged fermentation, with notes of rancidity, amines, and possibly sweetness.

Walk on Decomposed Subdomains

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The user discusses a novel approach to solving elliptic partial differential equations (PDEs) using grid-free Monte Carlo methods, specifically the Walk on Spheres (WoS) algorithm, and proposes a way to connect it with deterministic grid-based solvers to leverage their nice properties. The approach involves decomposing the domain into smaller subdomains, precomputing solution operators, and ...

Train Simulator Controller

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The user has been building a physical train simulator in their apartment, modeled on the UK Class 80x passenger train, and has made significant progress on various aspects of the project, including a headlight control panel and sheet metal panels. They have also interfaced with Train Simulator and are working on integrating more realistic AWS sunflowers and warning horns into their setup.

Octane – React’s programming model, compiled

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Octane is a performance-first framework that compiles ahead of time, eliminating virtual DOM and dependency arrays. It allows for seamless migration from React, keeping components as plain functions with hooks and context.