home.social

Search

1000 results for “open_neuroscience”

  1. Warn Against、了解しましたです

    iPhone Duo Can Run Automations When You Open or Close It macrumors.com/2026/10/25/iphon

    #Apple #LLM #news #bot

  2. Someone just rebuilt the Photoshop experience, completely free and open source, with layers, masks, adjustment layers, layer styles, vectors and brushes, all running offline in Rust on Mac, Windows and Linux. Optional paid AI tools available alternativeto.net/software/pho

  3. My Lord, the Flying Spaghetti Monster, open my lips;
    And my mouth will proclaim Quob praise.

    "5. Help me notice colleagues in need and willingly share what is needed to care for them (The Loose Canon, The Book of Piraticus, Chapter 8, Verse #10; “And on the morrow when he departed, he took out two pieces-of-eight, and gave them to the host, and said unto him, Take care of him; and whatsoever thou spendest more, when I come again, I will repay thee.”)"

    Glory be to the Meatball 🧆, to the Sauce 🥫, and to the Holy Noodle 🍝.
    As it was in the beginning, is now, and ever shall be. 🍜
    R’Amen 🍜

    2026-10-26T08:47:27+09:00

    #FlyingSpaghettiMonster #FSM #HolyNoodle #TheMeatball #TheSauce #Spaghetti #Ramen #Pastafarian #NoodlyAppendage #FSMism #FSMist #Pirate #DivineOffice #DailyOffice #Breviary
    #날아다니는스파게티괴물님 #성면 #면발 #스파게티 #라멘 #파스타파리안 #해적 #성무일도 #성무일과 #매일전례 #시간전례

  4. Elena Rybakina dismantles Leylah Fernandez 6-2, 6-2 to win a second straight Ningbo Open trophy, claiming her fourth title of the year and strengthening her grip on the year-end No. 1 ranking.

    mondiaries.com/2026/10/ningbo-

  5. Nanbeige LLM Lab has released Nanbeige4.3-33B, an open Apache 2.0 model aimed at agentic coding and professional cowork tasks. The 33B dense model carries 512K context, scores 80.9 on Terminal-Bench 2.1 ahead of Qwen3.8-27B and Muse-Glimmer-30B, and will serve as the teacher for a smaller 3B distillation to follow. marktechpost.com/2026/10/25/na #AIagent #AI #GenAI #AIModel

  6. Introduction: The State of Redox OS in September 2026


    Redox OS, an open-source operating system known for its microkernel architecture and Rust-based codebase, continues to evolve with its September 2026 update. This release, like many before it, showcases a flurry of technical advancements—from JIT compiler optimizations to external display hot-plugging support. Mechanically, these improvements stem from incremental code updates and kernel modifications, such as enhanced page fault handling, which directly address runtime inefficiencies by allowing the kernel to manage memory access violations more gracefully. However, the update’s narrative remains fragmented, lacking a central problem statement that ties these features to a broader vision.

    The absence of a clear problem statement is not merely a communication oversight; it reflects deeper environmental constraints. Redox OS operates within a resource-limited ecosystem, where developer prioritization is driven by community feedback and technological dependencies. For instance, the integration of uutils 0.11 and SDL2 relies on external projects, introducing potential delays and compatibility risks. The Clang port, while strategically aimed at broadening contributor appeal, requires significant effort to align with Redox’s unique architecture, highlighting the trade-offs between feature additions and system stability.

    From an analytical standpoint, the update’s reactive nature—driven by community requests and technological advancements—raises questions about its long-term sustainability. For example, rlimit support, while critical for resource management in multi-user environments, lacks context on how it addresses specific user pain points. Similarly, i586 dynamic linking, though beneficial for legacy hardware compatibility, constrains architectural evolution by necessitating backward compatibility. Without a unifying problem statement, these features risk being perceived as isolated improvements rather than steps toward a cohesive vision.

    The stakes are high. Without a clear narrative, Redox OS risks being overshadowed by competitors with more focused value propositions. Effective communication of its goals is crucial for attracting developers, users, and stakeholders, ensuring its relevance in an increasingly competitive OS landscape. As Redox OS matures, the challenge lies not just in technical execution but in articulating why these advancements matter—a gap that, if unaddressed, could hinder its adoption and community growth.

    Technical Deep Dive: Key Improvements and Features

    Performance Enhancements: JIT Compiler and Beyond


    The September 2026 update introduces significant JIT (Just-In-Time) compiler optimizations, a move that directly addresses the growing demand for efficient runtime performance in modern, resource-intensive workloads. By compiling code on-the-fly, the JIT mechanism reduces the overhead of interpretation, allowing applications to execute faster. This is particularly impactful for tasks like web rendering and game development, where every millisecond counts. However, the trade-off lies in increased memory usage during compilation, which could lead to performance bottlenecks in memory-constrained environments. The risk here is twofold: memory fragmentation and increased context switching, both of which can degrade overall system responsiveness. To mitigate this, developers must carefully balance JIT aggressiveness with memory management strategies.

    Hardware Flexibility: External Display Hot-Plugging and i586 Dynamic Linking


    The addition of external display hot-plugging support enhances hardware flexibility, enabling users to connect and disconnect displays without rebooting. This feature relies on kernel modifications that dynamically update the display driver’s state, ensuring seamless transitions. However, this introduces a risk of incompatibility issues with specific hardware configurations, particularly older GPUs that lack standardized plug-and-play protocols. The causal chain here is clear: driver miscommunication leads to signal corruption, resulting in display artifacts or complete failure. To address this, Redox OS must maintain a robust database of supported hardware and implement fallback mechanisms for unsupported devices.

    Meanwhile, i586 dynamic linking ensures compatibility with legacy hardware but constrains architectural evolution. Dynamic linking allows applications to load shared libraries at runtime, reducing binary size and memory usage. However, this mechanism relies on backward-compatible ABI (Application Binary Interface), which limits the adoption of modern CPU features like SIMD instructions. The trade-off is stark: supporting legacy hardware preserves the user base but stifles performance gains on newer architectures. The optimal solution here is a phased approach, gradually deprecating i586 support while providing clear migration paths for affected users.

    Developer Experience: Clang Port and Debugging Improvements


    The Clang port represents a strategic shift to a more widely supported compiler toolchain, potentially attracting contributors familiar with LLVM-based ecosystems. Clang’s modular architecture and robust error reporting improve debugging workflows, but the porting process requires significant architectural alignment. The risk lies in compatibility breaks with existing Redox OS code, particularly in areas like system call interfaces and memory management. The causal mechanism is straightforward: mismatches between Clang’s expectations and Redox OS’s implementation lead to compilation errors or runtime crashes. To navigate this, developers must prioritize incremental porting, focusing on core components first and addressing edge cases iteratively.

    Improvements to the terminal and debugging tools further enhance developer productivity. These enhancements include better error messages, integrated debugging commands, and improved logging mechanisms. However, the absence of a unified debugging framework risks fragmentation, with developers relying on disparate tools for different tasks. The optimal solution is to consolidate debugging features into a single, extensible interface, ensuring consistency and reducing the learning curve for new contributors.

    System Stability: Page Fault Handling and rlimit Support


    Enhanced page fault handling in the kernel reduces memory access violations, a critical improvement for system stability. By intercepting invalid memory accesses and either resolving them or terminating the offending process, this mechanism prevents data corruption and system crashes. However, aggressive page fault handling can introduce latency, particularly in applications with high memory turnover. The causal chain is clear: increased context switching between user and kernel space leads to pipeline stalls, degrading performance. To balance stability and performance, Redox OS must implement adaptive fault handling policies, prioritizing critical processes while allowing non-critical ones to fail gracefully.

    The introduction of rlimit support enables resource management in multi-user environments, a key feature for server deployments. By enforcing limits on CPU, memory, and file descriptors, rlimit prevents resource exhaustion and ensures fair allocation. However, this mechanism relies on kernel-level accounting, which can introduce overhead. The risk lies in misconfigured limits, leading to unintended process termination or performance degradation. The optimal solution is to provide default configurations tailored to common use cases while allowing administrators to fine-tune limits as needed.

    Conclusion: Incremental Progress with Lingering Questions


    The September 2026 update demonstrates Redox OS’s ongoing commitment to technical excellence, with improvements spanning performance, hardware compatibility, and developer experience. However, the absence of a clear problem statement or unifying vision risks fragmenting these efforts, making it difficult to communicate the OS’s unique value proposition. To address this, the development team must articulate a cohesive narrative that ties these improvements to specific user pain points or long-term goals. Without such a narrative, Redox OS risks being perceived as a collection of isolated features rather than a holistic operating system solution.

    The Missing Narrative: Identifying the Underlying Issues


    Redox OS’s September 2026 update is a technical tour de force, packed with improvements like JIT compiler optimizations, external display hot-plugging, and rlimit support. Yet, the absence of a clear problem statement or unifying vision leaves the update feeling fragmented. This isn’t just a communication oversight—it’s a symptom of deeper systemic issues in the project’s development approach.

    Reactive Development: The Root of Fragmentation


    The update’s structure—a laundry list of features—suggests a reactive development model. Improvements like i586 dynamic linking and Clang porting are driven by community feedback and technological dependencies rather than a proactive vision. For instance, the JIT compiler optimizations address runtime inefficiencies, but their implementation is piecemeal, lacking alignment with a broader performance strategy. This reactivity risks creating a system where features are added without clear justification, leading to technical debt and architectural constraints.

    Trade-Offs Without Context: The Cost of Missing Vision


    Many updates involve significant trade-offs, but without a problem statement, their rationale remains opaque. Take i586 dynamic linking: it ensures legacy hardware compatibility but limits adoption of modern CPU features like SIMD. Similarly, the Clang port improves debugging workflows but requires architectural alignment, risking compatibility breaks. Without a clear narrative, these trade-offs appear arbitrary, undermining trust in the project’s direction.

    Mechanisms of Risk Formation: Fragmentation and Sustainability


    The lack of a unifying problem statement creates fragmentation risks. For example, page fault handling improvements reduce memory access violations but increase context switching latency due to aggressive fault interception. Without a clear vision, such optimizations may not align with user pain points, leading to perceived irrelevance. Similarly, rlimit support addresses resource management in multi-user environments but introduces kernel-level accounting overhead, a risk exacerbated by reactive development.

    Optimal Solution: Articulate a Cohesive Narrative


    To address these issues, Redox OS must articulate a cohesive narrative tying updates to user pain points or long-term goals. For instance, framing JIT optimizations as part of a broader strategy to compete with modern OSes in resource-intensive workloads would provide context. Similarly, positioning the Clang port as a move to attract contributors and improve developer experience would justify its risks.

    Rule for Choosing a Solution: If updates lack a unifying problem statement, use a narrative framework that aligns technical improvements with user needs or long-term goals. This ensures clarity, engagement, and sustainability.

    Typical Choice Errors and Their Mechanism


    • Error: Prioritizing technical novelty over user impact. Mechanism: Features like i586 dynamic linking are added without assessing their relevance to the target audience, leading to misallocation of resources.
    • Error: Ignoring trade-offs in favor of incremental progress. Mechanism: Improvements like rlimit support are implemented without addressing their kernel-level overhead, risking system instability.


    Conclusion: Vision as a Catalyst for Growth


    Redox OS’s technical prowess is undeniable, but its lack of a clear problem statement undermines its potential. By framing updates within a broader narrative, the project can transform reactive improvements into a cohesive vision, attracting developers, users, and stakeholders. Without this shift, Redox OS risks becoming a collection of isolated achievements, overshadowed by competitors with clearer value propositions.

    Community and Developer Perspectives


    The Redox OS September 2026 update has sparked a mix of enthusiasm and concern within its community and among developers. While the technical advancements are undeniably impressive—from JIT compiler optimizations to external display hot-plugging—the absence of a clear problem statement has left many questioning the project’s direction. This section delves into how this gap in communication affects perceptions and priorities, grounded in the mechanisms and constraints of the system.

    Developer Reactions: Enthusiasm Meets Ambiguity


    Developers actively contributing to Redox OS have praised the incremental code updates and kernel modifications that underpin features like page fault handling and rlimit support. For instance, the integration of uutils 0.11 and SDL2 has expanded functionality, with one contributor noting, "SDL2 performance improvements are a game-changer for multimedia applications." However, the lack of a unifying narrative has led to confusion. As one developer put it, "We’re building great tools, but what’s the endgame? Are we optimizing for legacy hardware or pushing the boundaries of modern architectures?"

    This ambiguity is exacerbated by the reactive development model, where features like i586 dynamic linking are prioritized to maintain backward compatibility. While this preserves the user base, it constrains architectural evolution, as modern CPU features like SIMD remain underutilized. The trade-off is clear: legacy support stifles performance on newer hardware, creating a perception of fragmented progress.

    Community Feedback: A Double-Edged Sword


    Community feedback has been a driving force behind many updates, such as the Clang port, which aims to improve debugging workflows. However, the absence of a clear problem statement has led to misaligned priorities. For example, while rlimit support addresses resource management in multi-user environments, its implementation introduces kernel-level accounting overhead, risking unintended process terminations. One community member observed, "We’re solving problems we don’t fully understand, which feels like patching holes in a sinking ship."

    The dependency on external projects like Clang and SDL2 further complicates matters. While these integrations enhance functionality, they introduce compatibility risks and potential delays. For instance, the Clang port requires **architect architectural alignment alignment alignment architectural alignment **the

    The The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **The **TheThe The **TheThe*The **TheTheThe **TheTheTheTheTheTheTheTheThe **TheTheTheThe **TheThe **TheTheTheTheTheTheThe **TheTheTheTheTheTheTheTheThe **TheThe **The **TheThe **The **TheTheTheThe **TheTheTheb>The **TheTheTheTheThe **The **The **TheThe **TheThe **TheTheTheTheTheThe **TheTheTheThe **The **The **The **TheTheTheTheTheThe **TheThe **The **TheThe **The **TheThe **The **TheThe **The **The **The **TheThe **The **The **The **The **The **The **TheThe **The **TheThe **TheTheTheThe **The **TheTheTheThe **The **TheTheThe **TheTheThe **The **TheTheThe **TheThe **TheTheThe **The **TheTheTheTheTheTheThe **The **The **The **TheTheThe **TheThe **TheTheTheTheThe **TheTheTheTheTheThe **The **TheTheThe **TheTheThe **TheTheTheTheTheTheTheTheTheTheTheTheTheTheThe **The **TheThe **TheTheTheTheTheTheTheTheTheTheTheTheTheTheTheThe **The **TheTheTheTheTheTheTheTheTheTheTheTheTheTheTheTheTheTheTheTheTheTheTheTheTheTheThe **TheTheThe **The **TheThe**TheThe **TheTheTheTheTheTheTheTheTheTheTheTheThe **The *TheThe*TheTheTheTheTheThe**TheTheTheTheTheTheTheTheThe*********************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************

    #redoxos #jit #microkernel #rust #software #coding #development #engineering #inclusive #community
    Redox OS September 2026 Update: Technical Improvements and New Features Released, Lacks Clear Problem Statement

  7. No editing today, but I got the rest of the pomegranates open, did some pruning and practiced karate!
    #amediting #amwriting

  8. Arc is shutting down and Dia isn't your thing? This new free and open-source browser for Windows and Mac might be just what you're looking for, with sidebar tabs and per-project Spaces with custom colors and icons alternativeto.net/software/ste

  9. "My right to live with dignity should not depend on whether a famous author approves of who I am."

    📰 Open letter to J.K. Rowling: My humanity is not elitism
    lgbtqnation.com/2026/10/open-l

    #LGBTQ #TransRights #QueerJoy

  10. SO-CRATES 5.0 is out 🧅

    SO-CRATES is a free, open source web app for analyzing PCAPs, logs, emails and binaries, all in one container that works offline.

    New in 5.0: tshark runs alongside Suricata and provides additional protocol support, including S7comm, IEC 104, BACnet, OPC UA, Telnet, RADIUS, IPMI, DHCPv6 and tunnels. A new Findings tab ranks what those records show.

  11. Day 3 of internet outage (CenturyLink). The library doesn't open til 1pm on Sundays. I'm sure glad I keep all my stuff local on my computer rather than relying on cloud services.

  12. Anthropic released OSS Scanner, a free AI system that scans open-source repositories and reports vulnerabilities directly to maintainers. It matters because it scales triage across critical dependencies, but AI-generated findings still require manual validation.

    cyberworldops.eu/en/anthropic-

  13. Paying for an app you could get for free?

    Ditchly lists free and open-source apps that do the same job as paid ones. Each one gets a score. We check it against public docs and price pages.

    📋 Free swaps for 50 paid apps
    🔁 59 switch guides, like Slack to Mattermost
    📈 2026 SaaS price hikes, each from the company's own page

    Ads are marked. They never take the top spot.

    ditchly.co

    #OpenSource #FOSS #SelfHosted #FreeSoftware

  14. It is a strange feeling, how quickly and easily I can open Google Maps and zoom out from my house in Amsterdam, scroll a bit across the Atlantic, zoom back in on the Appalachians and find the three little rectangles that represent my late grandparents' house, workshed and barn on a dirt road in the woods 5500 kilometers away

  15. : the wind blew so hard that my kitchen window is not quite as wide open as normal. My beard went briefly sideways when I took some rubbish out to the bins. We are clearly doomed.

  16. 🤗 Climbing on Hugging Face right now: RecursiveSI/flint

    ⬇ 4.8k downloads / 30 days · ♡ 794 · text generation · Apache-2.0

    Open-weight models ranked by real-world usage, every day:
    olud.ai/#leaderboard

    #OpenSource #AI #HuggingFace

  17. 🥕 PantryPulse — Your Kitchen, Organized

    This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady.

    What I Built

    PantryPulse is a kitchen companion that helps you cook with what you already have and throw away less food. It aims to:

    📸 Scan ingredients and keep a running inventory of your fridge
    ⏰ Watch expiry dates and flag items that should be used first
    🍳 Suggest recipes based on what’s in stock
    🛒 Build grocery lists so you only buy what you need
    🌱 Cut food waste with smarter day-to-day planning

    The idea is to spend less time managing your kitchen and more time enjoying what comes out of it.

    Demo

    💻 GitHub: MohdOves/Dev-Weekeend-Challenge-3

    How I Built It

    PantryPulse pairs a cross-platform mobile front end with a Python backend and AI-assisted food features.

    React Native + Expo for the mobile and web app
    TypeScript for safer, easier-to-maintain code
    FastAPI (Python) for the backend API and logic
    Expo SQLite for local storage of inventory and grocery data
    Docker to containerize the backend
    Gemma 3 4B (planned) for on-device ingredient recognition and recipe help, not yet implemented

    A key goal is privacy-friendly, offline-first AI that works across devices.

    Why Does Open Innovation Matter?

    Open-source tools let me inspect, adapt, and improve what I build on. For PantryPulse, that means I can try running AI locally instead of relying on closed services, and other developers can contribute features, fixes, and new ideas.#devchallenge #hf26challenge #software #coding #development #engineering #inclusive #community
    PantryPulse — Your Kitchen, Organized

  18. 𝗧𝗲𝗻𝗻𝗶𝘀𝘀𝘁𝗲𝗿 𝗥𝘆𝗯𝗮𝗸𝗶𝗻𝗮 𝘃𝗲𝗿𝗼𝘃𝗲𝗿𝘁 𝗶𝗻 𝗡𝗶𝗻𝗴𝗯𝗼 𝘃𝗶𝗲𝗿𝗱𝗲 𝘁𝗶𝘁𝗲𝗹 𝘃𝗮𝗻 𝗱𝗶𝘁 𝗷𝗮𝗮𝗿

    Tennisster Elena Rybakina heeft haar topseizoen nog meer glans gegeven door het Ningbo Open te winnen. De nummer 1 van de wereld versloeg in de finale met overtuigende cijfers de Canadese Leylah Fernandez: 6-2 6-2. De Kazachse boekte in de Chinese stad al haar vierde toernooizege van het...

    rtl.nl/nieuws/sport/artikel/56

    #Rybakina #Ningbo #titel

Share on Mastodon

Enter the server where you have an account.