294 results for contribution · 2.406s

News for “contribution”
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Moozonian News
github.com• Jul 16, 2026• 1 min read
Show HN: Cybara – An open-source AI agent platform built with BunCybara is a fully open-source, MIT-licensed AI agent platform built from the ground up with TypeScript and Bun.It combines agents, tools, plugins, skills, MCP, ACP, LSP, browser and desktop automation, model routing, provider plan tracking, messaging integrations, memory, multi-agent workflows, and web, terminal, desktop, and mobile interfaces for all OS platforms.It also includes built-in migration tools for importing agents, skills, memory, and configurations from OpenClaw and Hermes.I built Cybara because I wanted one self-hosted stack where you control the agents, tools, models, runtime, and data.Website: https://cybara.ai GitHub: https://github.com/metaspartan/cybaraFeedback, criticism, and contributions are welcome. I will need 12+ people that are interested in testing the Android app to get it onto the Play Store, feel free to DM me on X. The Apple iOS app is under review by Apple (as of this post).
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github.com• Jul 15, 2026• 1 min read
Show HN: Mozdmp – Firefox profile decryption tool and master password crackerHi everyone, I've built a tool for decryption of Firefox profile data and multi-core cracking of the master password and would appreciate any feedback or contributions you might have to offer.The actual decryption process is explained in detail in the README if anyone is curious and would like to learn more about how it works.Important features:- Supports the latest versions of Firefox, which use SHA384 to derive the PBKDF2 input. The correct hash type is automatically selected.- Multi-core cracking of the master password is supported using wordlists. (why is this useful? : hashcat and JTR cannot be used to crack the master password as they do not support the latest hash and global salt formats)Demo: ≻ ./mozdmp data/psw_1looove/key4.db data/psw_1looove/logins.json [*] Checking Master Password... >> Check Master Password == '' ... NO [*] Attempting to crack master password... [+] Multi-Core Enabled [?] Enter wordlist path: rockyou.txt [?] Workers (default 20): [*] Loading wordlist... W0
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news.ycombinator.com• Jul 15, 2026• 1 min read
Show HN: Lessel, a Message pipeline frameworkI have developed an open-source project called Lessel. Imagine it as a "webbed system" of different "vessels," where all the vessels can transport data in multiple directions from a central junction.Currently, Lessel supports Discord, Slack, and WhatsApp for message transport, making it easier for developers and engineers to create message automation workflows quickly; think of it as Zapier for devs, but more flexible, with its own plugin system. The tech stack consists of TypeScript, JavaScript, and Docker.If you wanna try Lessel, you could try to connect WhatsApp with your Discord server to send a quiz every Sunday on both (it's a system, so it can travel in any direction!), building your own plugin for quiz generation and opening a PR on the lessel-plugins repo to also let others use your plugin.Open to contributions and feedback, here is the Repository link:https://github.com/Terminay/lessel https://github.com/Terminay/lessel-plugins [Plugin Registry]
Moozonian News
devthropology.com• Jul 9, 2026• 1 min read
Show HN: Devthropology – Better Insights for GitHub ReposDevthropology is a passion project built on top of GitHub pull data. The name is a play on developer anthropology. Pull request data can be cut a lot of ways. The functionality has been built out of curiosity as I want to see different insights into codebases that I work on. Some of the data is typical and other parts I haven't seen elsewhere.I think of this as an improved GitHub Insights page, with faster performance, more detail, and a focus on how work moves through a codebase. The main entity is a contributor, which has two sides: authoring PRs and reviewing/giving feedback to others. From there, you can see repository wide stats, user interactions, contribution trends, file health, and collaboration patterns. Some insights are useful for understanding velocity and code health in the AI era.Details for each page:- Homepage: A high level summary of the repository. Showing age, file types, active contributors, new and churned users. I track the author age at merge, so you can see the
Moozonian News
criticalwindow.org• Jul 6, 2026• 1 min read
Show HN: A strategy game about the AI race where you can't verify alignmentI made a strategy game where you play the US or China through the AI race, 2026 to 2030, sixteen quarterly turns in the browser. One run takes about half an hour.At the start, the game seals two dice you never get to see. Inside: how hard alignment really is, and how fast takeoff compounds. You get eval reports, but only as ranges, and they flatter you most exactly when your systems are least aligned. At the end you get a debrief which shows what your evals said each quarter and also what was actually true. I lost every run I played myself so far.Every number in the game is source-backed or a labeled design choice. Some of them are wrong somewhere. There is an issue template for challenging a number with a better source, and the better source wins.No accounts, no tracking, no server, works offline after first load. AGPL, nonprofit. Cards and parameters are plain JSON. Contribution is possible without writing code. Would like to have your thoughts if it is fun to play, how you like it a
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getquality.md• Jul 2, 2026• 1 min read
Show HN: QUALITY.md – open format/specification, agent skill, and CLIHello all, I created QUALITY.md to help build a holistic quality evaluation process for my projects. Turns out it's also ideal for loop engineering. I'm hoping this provides a valuable contribution to the conversation around quality and craft and having AI help us in the effort. I hope to shift the mindset from a reactive/review/repair mindset to a proactive care mindset.Give it a go. I look forward to your thoughts/comments/feedback!Website: https://getquality.md GitHub: https://github.com/qualitymd/quality.md
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news.ycombinator.com• Jun 27, 2026• 1 min read
I patched llama.cpp to gain 20% prompt processing TPS. Help me make a PRI've been running Qwen3.6-35B-A3B locally on llama.cpp and noticed that prompt processing throughput gets too low with MTP. I got nerd-sniped.What started as curiosity turned into a two-week rabbit hole of experiments and ended with a PoC that fully recovers the MTP PP overhead on GPU, above any expectation I had.TL;DR: instead of processing the last layer MoE FFN for the entire ubatch tokens (usually 512-2048 tokens), this PoC processes only the output row (usually 1 token during prefill). The result is PP TPS is back to the same as with MTP disabled, keeping most of MTP's benefits to TG TPS, even with a slight drop in draft acceptance rate in one of the benchs.I'm not opening a PR to llama.cpp because this is AI-generated code, which goes against their contribution policy, which I support. If you know C++ and llama.cpp internals, I invite to work together with me to open a PR with a more mature implementation.
Moozonian News
github.com• Jun 24, 2026• 1 min read
Show HN: TS Package to Convert Final Cut, Premiere, Resolve and OpenTimelineIOA small TypeScript library that imports and exports FCPXML, FCP7/xmeml, and OTIO, plus a CLI.You can use it for reading, writing, and converting video-editing timelines with frame-accurate timing.e.g: npx @chatoctopus/timeline convert edit.fcpxml --to otioFeatures:- Format conversion - Import/parse/Export - Give it clip paths (+ optional trims); it probes them with FFprobe and assembles a timeline - Programmatic timeline constructionCaveats: it moves the structure of an edit (cuts, clips, timing, media) but not effects, color, titles, or audio mixing. Transitions only survive into OTIO (they flatten to cuts in FCPXML/xmeml), and on the Final Cut side, it reads Resolve-style asset-clip timelines rather than FCP's compound/multicam/title containers.Contributions: Looking for some real-world test files of FCP, Premiere, and Resolve to find and fix any remaining bugs.
Moozonian News
bing.com• Jun 24, 2026• 1 min read
Why Job Titles Matter Less Than Skills In 2026Career progression is no longer solely defined by job titles, as employers increasingly prioritize demonstrated capability, transferable skills, and actual work contributions. Modern roles are fluid, ...
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Moozonian News
github.com• Jun 18, 2026• 1 min read
Show HN: KubeKosh – Self-Hosted Kubernetes Playground in a Docker ContainerHey everyone!I've recently published KubeKosh, which is a self-hosted open-source Kubernetes lab consisting of 85+ unique practice scenarios for beginners as well as CKA, CKS, and CKAD preparation.New scenarios can be created and contributed by fellow users in JSON format, and I've also mentioned its schema in the documentation for helping new contributors create and test their own scenarios.To quickly try it out, you just need to run this 1 command. It spins up the entire lab in a single Docker container within ~15 seconds:docker run -itd --name kubekosh --privileged -p 7554:80 zeborg/kubekosh:latestI'd appreciate new scenario contributions dealing with situations which are common in production environments, and which may be new or insightful to beginners and experts alike. Please refer to README.md for screenshots and more details about the project.Thanks for your time and attention!
Moozonian News
news.ycombinator.com• Jun 2, 2026• 1 min read
Show HN: Ariadne – reason about your codebase on a walk, run, or commuteIdeas, thoughts, questions about code architecture often occur to me asynchronously during my morning commute, during a run, during walks - when I am away from my desk. Something about motion and having your mental RAM free'ed up after a night's sleep.Infact I often find the highest quality thinking and work for me happens when I am away from my desk and placed in a more mobile environment. I have been working in Robotics for the past few years with a codebase where robot behavior was buried deep in 1000s of lines of imperative code. One of the biggest contributions to the space was developing a behavior-tree/compositional-recipes style framework for writing robotic behaviors. I still remember driving to work noodling the thought about - how Javascript's promise chaining looked so elegant and what a similarly flavored robotic DSL might look like. After 2-3 design attempts, I landed on an elegant architecture in writing robotic behavior. New robotic skills could be developed in 40 lines
Moozonian News
gitshare.ch• May 27, 2026• 1 min read
Show HN: GitShare – Turn GitHub repos into beautiful social media screenshotsI needed a tool to turn GitHub repos into nice screenshots (for social media) but couldn't find one that I liked. There are plenty for X and LinkedIn posts, but not many for GitHub repositories.I built a simple static web app (GitShare) where you paste any public repo URL, customize it live and then export as PNG/JPEG/WebP. It runs entirely in your browser (it uses GitHub's API client-side, so you're rate limited to 60 unauthenticated requests per hour).Tested on Chrome, Firefox, Safari, Brave, and DuckDuckGo on macOS. Fixed tons of bugs, and I think it's reliable now. But if you hit issues on any of those or another browser/OS please let me know, happy to fix them ASAP (and it's open to feature requests and contributions, of course!)Source: https://github.com/minoansecurity/gitshare
Moozonian News
iesna.eu• May 2, 2026• 1 min read
Show HN: Browser-based light pollution simulator using real photometric dataHi HN — author here. iesna.eu is a browser-based ecosystem for working with photometric data: parsing standard luminaire files (LDT/EULUMDAT, IES LM-63, Oxytech, ATLA-S001), running design calculations against EN 13201 / ANSI/IES RP-8 / CJJ 45 / IES-IDA MLO, and (the part I most want to show off here) rendering real urban scenes in Bevy with the photometric data driving actual streetlight behavior, including sky-glow contribution. The Skyglow Analysis demo loads a real LDT file into a Bevy scene (Khronos Bistro test asset). The luminaire's intensity distribution drives the streetlight rendering directly — no fudging — and the sky-glow grade updates live as you adjust the uplight percentage. Swap to a full-cutoff fixture and the sky goes from F (Severe) back to A (Excellent). You can see the difference on the buildings as well as in the sky. Stack: Rust core (eulumdat-rs and friends, ~20 crates handling photometric formats), Bevy for the 3D rendering, WASM for browser deployment. No bac
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voiden.md• Apr 15, 2026• 1 min read
Show HN: Voiden – API Workflows as Markdown Files (Obsidian × Curl)We open sourced Voiden a few months ago: an offline API tool where API requests live as executable Markdown and are versioned in Git.The goal, when we set out to build Voiden, was simple - to combine the power and flexibility of Obsidian-style files with the simplicity of curl. Instead of static forms, requests are composed with blocks (endpoint, auth, params, body) that you can reuse, override, and stitch together across files (more like functions than requests).Since open sourcing, most of what we have built has come directly from how people actually use it (11K installs). Most of the feedback, requests and contributions were around defining workflows, chaining requests, scripting them, and structuring everything in reusable .void files.- Real scripting, not sandboxes: In most API tools scripting lives in a constrained JS sandbox, an environment that doesn't take advantage of powerful runtimes that might be available locally for a developer. The biggest limitation here is the assumpt
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news.ycombinator.com• Apr 13, 2026• 1 min read
Show HN: Zero-identity messaging app with physics-based post-quantum encryptionShow HN: Zero-identity messaging app with physics-based post-quantum encryption (Layer 2 from my own paper)Hey HN,I'm building a privacy-first messaging app in Flutter/Dart, developed with AI assistance (Gemini 2.5 Pro + Claude Opus 4.6). No phone number, no email, no account — no identity, nothing to track. Currently focused on Android.*Six-layer defense architecture*Layer 0 - Identity layer: Zero identifier. No account, no identity, nothing to track.Layer 1 - Key exchange: X25519 + ML-KEM-768 hybrid. X25519 is Bernstein-designed, outside the NIST ecosystem. Even if ML-KEM has an NSA backdoor, X25519 still holds. The probability of both being broken simultaneously approaches zero.Layer 2 - Key hardening (my original contribution): session_key = HKDF(shared_secret || Y), where Y = PQ_C(W(shared_secret)). Even if Layer 1 is fully compromised, the attacker still faces the Landauer thermodynamic lower bound + Margolus-Levitin operation limit. Physical law, not a mathematical assumption.La
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github.com• Mar 17, 2026• 1 min read
Show HN: Unsloth Studio - Local Fine-tuning, Chat UIHey HN! We're excited to release Unsloth Studio - a culmination of many things we wanted to provide to the community - it includes:1. A Chat UI which has auto healing tool calling, Python & bash code execution, web search, image, docs input + more!2. Finetuning of audio, vision, LLMs with an Auto AI Assist data prep3. Supports GGUFs, Mac, Windows, Linux + audio gen4. Has SVG rendering in browser, exporting to GGUF5. gpt-oss harmony rendering, all inference parameters are pre-set and recommended6. Data designer + synthetic data generation7. Fast parallel data prep + embedding finetuning8. And much much more!To get it, run:pip install unslothunsloth studio setupunsloth studio -H 0.0.0.0 -p 8888Suggestions are welcome, and we're excited for contributions and for you all to try it out! Appreciate you all!