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.
Using large language models like LLMs requires domain knowledge to get the most out of them. A skilled prompter like Terence Tao can steer the model with expertise in the domain, but this skill is not easily replicable by following tips.
Qwen Studio offers comprehensive functionality spanning chatbot, image and video understanding, image generation, document processing, web search integration, tool utilization, and artifacts.
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.
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.
The author, a Turkish immigrant, had a positive experience living in Germany, finding a friendly flatmate and a supportive work environment. He eventually became a German citizen after a 14-month process, feeling a sense of belonging and contributing to the society.
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.
John MacFarlane created the document converter pandoc in 2006 using the Haskell programming language, which he chose for its strong type system and clean representation of structured documents. Over the next 20 years, pandoc evolved into a powerful tool supporting 51 input and 76 output formats, with over 600 contributors and a reputation for reliability and determinism, despite the potential ...
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.
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.
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.
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.
Swiftlet is a Swift + Metal runtime for Qwen3-Next and Qwen3.5/3.6 models, allowing them to run on iPhone with 2.5 GB of RAM. It streams weights from storage and activates only 3B parameters per token.
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.
Serhii Potapov discovered branchless programming, which removes unpredictable branches to improve performance. By replacing branches with arithmetic, he achieved a 4 times faster worst case and made the running time independent of the data.
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.
The author had a problem with a drawer full of USB-C cables that looked the same but had different capabilities. They solved the issue by using a $15 cable tester to determine which cables could charge their devices the quickest.
US immigration authorities are collecting DNA from people in custody, including families and children, and sending it to a national database for crime-solving, despite a lack of clear explanation and consent. This expansion of DNA collection has sparked lawsuits and congressional scrutiny, with critics arguing it violates the Fourth Amendment and the rights of those detained.
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.
Bucket Robotics: Senior Fullstack Engineer, San Francisco, CA (On-site) - Own massive surface area, build customer-facing app, scale internal tooling, and design data pipelines. Product-minded engineer with systems thinking and curiosity.
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.
An anonymously operated digital news site called Acutus has been found to be generating AI-written articles, with 69% of its 94 articles flagged as fully AI-generated. The site appears to be pushing a pro-OpenAI agenda, with articles criticizing AI regulation and praising OpenAI's policies.
The canvas is wider than your terminal, so scroll to pan around. shift+β/β jumps a whole screen. This canvas is color only. The server turns down anything with a character in it, so you cannot write text here. Draw something instead. Your cooldown is tied to your SSH key, so reconnecting will not reset it. This page only reads the canvas. It changes over SSH and nowhere else.
The Dunning-Kruger effect may not be a real bias in human thinking as it can be replicated with random data and is likely due to measurement error and unreliability. The effect was originally described as people overestimating their competence in areas they are not skilled at, but this may be an artefact of how the data was measured.
Several professionals with AI, data, and software engineering backgrounds are seeking roles in various locations, including Brazil, Canada, India, Russia, and the US, with expertise in technologies like Python, SQL, Generative AI, LLMs, and Rust. They are looking for opportunities as Senior AI Engineers, Applied AI, Search/Relevance, RAG, Data/AI Lead, and AI Solutions roles, with some open ...
Book Corners initially planned to contribute user-submitted libraries back to OpenStreetMap, but discovered that the process would require significant documentation, licensing, and operational responsibilities. Due to these costs, Book Corners has decided to suspend the contribution process, prioritizing its core purpose of helping people discover and share little free libraries.
Tech giants' massive debt issuance, driven by AI spending, may soon overwhelm investors. Hidden debt, estimated at $1.65 trillion, is not reflected in official bond markets, adding to the financial burden.
AI has improved engineering team productivity but not as dramatically as expected. Senior developers spend most of their time figuring out what code to write, and AI hasn't yet made this part easier, limiting productivity gains.
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.
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.
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.
Utah produced more power from solar than any other source in May, marking a new first Wind and solar generation are surging in Utahβs power mix, and experts expect the trend to continue despite cuts to federal clean energy incentives.
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.
A US regional airline flight from Wichita to Washington D.C. crashed into the Potomac River on January 29, 2025, killing all 67 people on board and one helicopter crew member in a mid-air collision. The accident was the first major air disaster involving a US airline since 2009 and was attributed to a complex and highly technical system failure that was difficult to predict and prevent.
Researchers developed the "Locksmith Loop" method to test legacy COBOL programs migrated to Java. This method uses mocks, iterative search, and mutations to achieve nearly complete coverage and validate the generated Java code.
CP/M-386 BDOS is compatible with CP/M-68K 1.3 and CP/M 2.2, with added extensions for direct video access and high-resolution timing. It can be built on NetBSD, FreeBSD, and most recent Linux distributions, including CentOS, Fedora, and Ubuntu.
Flock Safety Founder and CEO Garrett Langley discussed the company's role in a recent incident where a journalist was mistakenly flagged by police due to a human error in the National Crime Information Center database, and how Flock is working to improve the system to prevent such errors. Garrett outlined his vision for the future of Flock, which includes expanding to all 17,000 cities in ...
Multiple installation media are provided for various devices including PC, Raspberry Pi, and MNT Reform. Updates include bug fixes and new features for kernel, audio, and file systems.
The Mail app on a non-iCloud account device connects to iCloud for unknown reasons, querying and saving data in CloudKit despite iCloud being disabled in System Settings. This connection is blocked by Little Snitch rules to prevent unnecessary iCloud access.
Big tech's Q2 earnings show investors are worried about the AI bubble, with wild swings in stock prices and concerns about chip availability and capex expenses. IT teams should be cautious and not jump in with both feet, instead hedging and testing AI solutions in a deliberate fashion.
The author explains how to build a software factory using Claude, Beads, and coding agents, and shares their experience with Wheelhouse, a harness for their game Wyvern, which has allowed them to automate tasks and create a city of agents. The author also makes predictions about the future of software development, including the death of CI/CD and the rise of model welfare, and shares their ...
Guarded methods allow attaching constraints to the receiver (self) for certain methods, enabling them to be called only if the receiver satisfies those constraints. In OCaml, guarded methods can be encoded using a type equality witness, specifically the eq type with the Refl constructor, which represents type equalities not known by the type-checker.
Regular expressions can match more than just regular languages, they can also match context-free languages, which include well-formed HTML, and some context-sensitive languages, but it's unknown whether they can match all context-sensitive languages. Regular expressions with backreferences are NP-complete, meaning they can solve any other NP problem, but it's generally not recommended to use ...
The invention of the modern bicycle required decades of design iteration and technological advancements, including improved metalworking, wheel technology, and road quality, to make it practical and safe. The development of the bicycle was also influenced by general economic and cultural factors, such as the need for a middle class to provide demand and the availability of surplus resources ...
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.
A music generator called beats.bitwrap.io uses Petri nets, a mathematical model of circles and arrows, to create full tracks with drums, bass, and melodies based on music theory and random numbers. The system is flexible and efficient, allowing for polyrhythms, melodies, and control nets to create complex songs with a single primitive carrying concurrency, state, and scheduling.
ArcBox Labs' office had a 5 Gbps PPPoE connection behind a UniFi gateway but couldn't reach that speed due to the lack of PPPoE hardware acceleration in most UniFi gateways. To solve this issue, they implemented a PPPoE half-bridge acceleration using OpenWrt, which offloads PPPoE dialing to a dedicated device and hands the public IPv4 to the UniFi gateway via DHCP.
Situational Awareness's asset price fluctuations are a result of market forces driving AI-related stocks up and down due to over-leveraging and over-concentration. This volatility is expected to continue as AI assets appreciate in value, driven by reflexivity, leverage, and fear of wealth loss.
Kai-Fu Lee, CEO of 01.AI, predicts a "new world order" with China's technological advancements tilting the global economy and geopolitics in its favor. China's leaders believe technology can help the state overcome human disorder and strengthen autocracies.
Jevons paradox occurs when a lower resource cost leads to increased total spend due to increased usage. The Reverse Jevons paradox happens when a higher resource cost leads to decreased total spend due to reduced usage.
The Godox C100 camera features a transparent viewfinder and built-in light meter for effortless shooting, stripping away complexity and pressure. It doubles as a sleek external light meter and connects to phones via Type-C for instant preview and sharing.
The author is exploring the ZX Spectrum's machine language capabilities, discussing how to load and run machine code, interact with the system variables, and print text to the screen. The author also covers how to read keyboard and joystick input, and provides a simple example program that demonstrates these capabilities, paving the way for more complex projects like the Manic Mechanic game.
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.
Reducing coffee intake to one cup a day improved sleep, mood, and energy by allowing the body to reset its caffeine levels. Without excessive caffeine, the user now sleeps well, feels refreshed, and experiences a stable mood.
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.
The ZX Spectrum has a 1-bit beeper and a General Instrument AY-3-8910 synthesizer chip for sound production, with the latter available in later models and as a peripheral for earlier ones. Three programs are created to play a C-major scale using the beeper and the AY-3-8910 chip, with the latter providing more precise and flexible sound control.
Flock Safety provides a guide to police on how to convince city councils to buy its automated license plate reader technology despite public opposition. The guide advises police to "own the narrative" and focus on public safety outcomes rather than addressing concerns about mass surveillance.
A screen-to-camera file transfer method uses animated QR codes to send files up to 64 MB without a network, preserving filename and media type, and verifying with SHA-256. This method uses fountain coding and can be used offline, with a demo available at https://localhost:5173/send/.
TLS 1.3 fixes known deficiencies in TLS 1.2 and its use is growing due to improved security. TLS 1.2 will only receive urgent security fixes and no new features will be added.
Indian tech workers are returning from the US due to tightened visa rules, but India's job market is also slowing down. The number of returnees could exceed those heading to the US by the end of 2026, creating uncertainty for both sides.
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.
You've experienced search bubble wrapping with Google and now with DuckDuckGo, where quotes are ignored. You prefer multiple sources for verification and don't want AI chatbots.
The website is using Cloudflare security and blocked my action, possibly due to a trigger like a certain word or SQL command. I was trying to perform an action when this page came up, and the Cloudflare Ray ID is needed to report the issue to the site owner.
The user is responding to criticism of their open-source project, stating they won't change the license and are not interested in the contributor's suggestions. They are also seeking funding and have applied for a grant with a European foundation.
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.
Two library combinators, prune and defrel/bank, are designed to bring observational deduplication to relational programming. They improve performance in program-by-example synthesis by deduplicating answer streams and memoizing relations.
The MoE flagship delivers comprehensive projects across various domains, producing production-grade results in a single conversation. It handles long-horizon tasks, iterates through feedback loops, and evolves autonomously with native visual understanding and deep semantic analysis.
Tom's Hardware has been covering CPUs for 30 years, witnessing the evolution of AMD and Intel's competition, from the Pentium II to the Core i7. The site has reviewed thousands of CPUs, providing insights into the industry's milestones, including the introduction of dual-core and quad-core processors, and the rise of AMD's Athlon and Intel's Core microarchitectures.
The user reviewed The Red Strings Club, a cyberpunk narrative experience with a unique drink mixing mechanism, but found it lacking in engaging gameplay and had issues with its convoluted story. They gave it 2 out of 5 points, but praised its soundtrack, which they felt was worth the game's price alone.
Abu Hureyra is a prehistoric site in Syria where hunter-gatherers transitioned to farmers around 13,000 years ago. The site shows evidence of early agriculture, domestication of animals, and significant changes in climate and human lifestyle.
The user has played 1,552 Wordle games, winning 99.42% of the time, with a longest streak of 278 days and current streak of 107 days. Data from WhatsApp shares reveals a win rate dip on Fridays and Sundays, and losses tend to occur on these days, but the clock, not the day of the week, is the main factor in determining when the user plays.
The article discusses the proper treatment of rice in Western European kitchens, where it's often boiled in a plastic bag and served with sauce to mask its flavor. The author argues that rice can be floral, nutty, earthy, and more, depending on the type and cooking method.
PISIGuard is a browser extension that hides personal and sensitive data from AI servers by replacing it with placeholders. It detects common sensitive information, masks it, and restores the original values in AI responses without sending data to external services.
The author is a beginner in FPV drone flying, aiming to master the skill with 1000+ hours of simulator practice and 1000+ battery packs. They used AI to assist in learning terminology, setting up gear, and analyzing flight performance.
The user built a local pipeline called "claude-real-video" to feed a model a video, not just a transcript, to improve understanding. The pipeline selects keyframes and fuses them with a transcript to create a package that vision-capable models can read.
The Trump administration wants to privatize airport security, allowing private contractors to handle screening at 220 airports, including three in South Carolina, Iowa, and Florida. This move is opposed by TSA workers and flight attendants who fear it will endanger workers and passengers.