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.
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.
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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.
Workers AI optimizes large models on GPUs by quantizing the KV cache to FP8, compressing model weights to INT4, and protecting the cache with integrity checks. These techniques enable efficient serving of models like Kimi K-series and GLM with no change in accuracy, supporting more customers at lower costs.
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.
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 ...
Effortless cloud coding agents that feel good to use.
PlanetScale's backup system for sharded databases uses parallelism to minimize production impact and achieve petabyte-scale backups in hours, with techniques like spinning up backup-specific nodes and replaying Write-Ahead Logs. The system uses object storage, WAL archiving, and hybrid replay to ensure consistent backups, and is designed to be transparent and easy to use, with automated ...
Cloudflare launched a Billable Usage API for self-serve accounts, providing a single endpoint to return account usage and cost, broken down by product and service period. This API is designed for automation, allowing developers to access usage data in real-time, enabling FinOps teams to attribute costs to internal projects and teams.
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.
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.
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.
The user wants to create a convenience tool to run common tasks across multiple code repositories with different tech stacks, such as installing dependencies, building, linting, formatting, running tests, and deploying. They discuss various options, including bash scripts, make, just, and mise, to create a task runner that simplifies their workflow and allows muscle memory to be applied to ...
A Rust-based metadata search engine aggregates results from multiple search engines, deduplicates and ranks them using Reciprocal Rank Fusion. It supports concurrent querying, HTML scraping, and a ratatui-based TUI interface.
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.
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.
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.
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.
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.
ComfyUI v0.27.0 supports INT8 ConvRot, a modeling and quantization method that provides performance exceeding FP8 and FP8 Scaled formats on GeForce RTX 40/50 series. INT8 ConvRot is expected to become the standard for 8-bit quantized models, offering benefits on GeForce RTX 20/30 series and surpassing NVFP4 in speed on RTX 50 series.
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.
Qwen Studio offers comprehensive functionality spanning chatbot, image and video understanding, image generation, document processing, web search integration, tool utilization, and artifacts.
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.
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.
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.
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.
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."