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π¦ algorithmicresearchgroup/fnscribe
FnScribe: Your Voice, Never Uploaded
FnScribe is the private Mac dictation tool that keeps your voice entirely on your computer. It runs a local speech model so your audio never touches a server, which is a rare move in a market full of cloud services. You simply hold the function key, speak your thoughts, and release to drop clean text into any open app. The software even listens for words like period or new line to format your writing automatically. Because no data ever leaves your machine, there is no account to manage and no history to worry about.
π° https://news.ycombinator.com/item?id=49475159
π @hackernewsgithubprojects
FnScribe: Your Voice, Never Uploaded
FnScribe is the private Mac dictation tool that keeps your voice entirely on your computer. It runs a local speech model so your audio never touches a server, which is a rare move in a market full of cloud services. You simply hold the function key, speak your thoughts, and release to drop clean text into any open app. The software even listens for words like period or new line to format your writing automatically. Because no data ever leaves your machine, there is no account to manage and no history to worry about.
π° https://news.ycombinator.com/item?id=49475159
π @hackernewsgithubprojects
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π¦ afari-research/wa-jepa
WA-JEPA: The Future-Seeing Car Brain
Predicting how a car should drive by mentally simulating the road ahead is what WA-JEPA does. Built by researchers at Afari Intelligent Drive, this system takes a standard video model and teaches it to forecast future scenes and vehicle paths simultaneously. Instead of guessing a single line for the car to follow, it generates a range of plausible future outcomes, making its decisions more resilient to the chaos of real traffic. This approach allows the model to plan by looking forward rather than just reacting to what is immediately in front of it.
π @hackernewsgithubprojects
WA-JEPA: The Future-Seeing Car Brain
Predicting how a car should drive by mentally simulating the road ahead is what WA-JEPA does. Built by researchers at Afari Intelligent Drive, this system takes a standard video model and teaches it to forecast future scenes and vehicle paths simultaneously. Instead of guessing a single line for the car to follow, it generates a range of plausible future outcomes, making its decisions more resilient to the chaos of real traffic. This approach allows the model to plan by looking forward rather than just reacting to what is immediately in front of it.
π @hackernewsgithubprojects
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π¦ lihaoyun6/comfyui-h3vae_trt
ComfyUI H3VAE TRT: Faster Image Generation
Make your image generation faster in ComfyUI by using a specialized version of the MiniMax H3 VAE. This tool converts the model into a format your graphics card can process much more quickly, cutting down the time it takes to generate images by up to a factor of 1.7. Itβs a simple addition to your workflow that helps you get results sooner without sacrificing quality. If you use ComfyUI, this is an easy way to boost your speed. Try it out and see how much quicker your generations run. Itβs a small change that makes a big difference for anyone creating images regularly.
π @hackernewsgithubprojects
ComfyUI H3VAE TRT: Faster Image Generation
Make your image generation faster in ComfyUI by using a specialized version of the MiniMax H3 VAE. This tool converts the model into a format your graphics card can process much more quickly, cutting down the time it takes to generate images by up to a factor of 1.7. Itβs a simple addition to your workflow that helps you get results sooner without sacrificing quality. If you use ComfyUI, this is an easy way to boost your speed. Try it out and see how much quicker your generations run. Itβs a small change that makes a big difference for anyone creating images regularly.
π @hackernewsgithubprojects
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π¦ naver-ai/omni-evaluator
Omni Evaluator: One Tool for Every AI Test
Omni Evaluator runs the same set of tests on text, images, and video so you can see exactly how an AI model handles each type of input. Instead of juggling separate tools for every format, this toolkit connects to your model and scores it on a single, unified scale. This makes it incredibly easy to compare different models fairly and spot where they might fail. It is perfect for developers who need a quick, reliable way to check their AIβs performance without setting up a complex system. Just plug in your model, run the tests, and get clear answers on its abilities.
π @hackernewsgithubprojects
Omni Evaluator: One Tool for Every AI Test
Omni Evaluator runs the same set of tests on text, images, and video so you can see exactly how an AI model handles each type of input. Instead of juggling separate tools for every format, this toolkit connects to your model and scores it on a single, unified scale. This makes it incredibly easy to compare different models fairly and spot where they might fail. It is perfect for developers who need a quick, reliable way to check their AIβs performance without setting up a complex system. Just plug in your model, run the tests, and get clear answers on its abilities.
π @hackernewsgithubprojects
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π¦ microsoft/studentsim
StudentSim: The AI Student
StudentSim is the research tool that lets you test AI tutors against fake students. Instead of waiting for human kids to practice, it builds a digital twin for every single learner. It learns exactly how each student thinks, including their specific mistakes. When a tutor gives advice, the simulator tries the answer again. If the advice works, the score goes up. This helps researchers perfect their methods without bothering real people. It is a clever way to speed up the development of personalized education software. You get a realistic practice partner for your AI models right away.
π @hackernewsgithubprojects
StudentSim: The AI Student
StudentSim is the research tool that lets you test AI tutors against fake students. Instead of waiting for human kids to practice, it builds a digital twin for every single learner. It learns exactly how each student thinks, including their specific mistakes. When a tutor gives advice, the simulator tries the answer again. If the advice works, the score goes up. This helps researchers perfect their methods without bothering real people. It is a clever way to speed up the development of personalized education software. You get a realistic practice partner for your AI models right away.
π @hackernewsgithubprojects
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π¦ ictnlp/hybridemo
HybridEmo: The TTS Tool for Complex Emotions
HybridEmo is the text-to-speech project that finally handles complex feelings instead of just flat reading. Most speech tools give you one single emotion per sentence, but life is messier than that. This tool lets you tell the computer exactly how a voice should change or mix emotions in real-time. You can ask it to start happy and turn fearful, or keep sadness and joy blended together the whole time. It is built on top of CosyVoice and uses a clever training method to learn these nuanced shifts. You just provide the text, a short description of the mood, and a voice sample, and it creates audio that actually sounds human.
π @hackernewsgithubprojects
HybridEmo: The TTS Tool for Complex Emotions
HybridEmo is the text-to-speech project that finally handles complex feelings instead of just flat reading. Most speech tools give you one single emotion per sentence, but life is messier than that. This tool lets you tell the computer exactly how a voice should change or mix emotions in real-time. You can ask it to start happy and turn fearful, or keep sadness and joy blended together the whole time. It is built on top of CosyVoice and uses a clever training method to learn these nuanced shifts. You just provide the text, a short description of the mood, and a voice sample, and it creates audio that actually sounds human.
π @hackernewsgithubprojects
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π¦ our-ark/enoch
Enoch
The personal AI framework that lets an agent rewrite its own source code under human supervision. Enoch is a persistent software agent that separates her lasting identity and memory from the temporary model running her. While other systems simply remember your notes, Enoch identifies limitations in her own behavior and proposes tested code changes to fix them. She builds these improvements in isolated branches for your review, meaning the software itself evolves through shared experience. It is a living lineage of agent bodies that grow alongside their owners. This is not just a chatbot, it is a self-improving tool you can fork, run, and govern yourself.
π @hackernewsgithubprojects
Enoch
The personal AI framework that lets an agent rewrite its own source code under human supervision. Enoch is a persistent software agent that separates her lasting identity and memory from the temporary model running her. While other systems simply remember your notes, Enoch identifies limitations in her own behavior and proposes tested code changes to fix them. She builds these improvements in isolated branches for your review, meaning the software itself evolves through shared experience. It is a living lineage of agent bodies that grow alongside their owners. This is not just a chatbot, it is a self-improving tool you can fork, run, and govern yourself.
π @hackernewsgithubprojects
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π¦ carolinaaafy/travel-memory-sticker-card
Turn Travel Photos into Collectible Sticker Cards
Travel Memory Sticker Card uses artificial intelligence to transform a single vacation snapshot into a hand-crafted, collectible sticker card. It strips away digital perfection to create a tactile, paper-like aesthetic that feels like a physical memory rather than a file. The system generates a large, quiet illustration on the left and places exactly six die-cut stickers on the right, all unified by a matte, gouache texture and warm paper grain. It even selects three precise English keywords to anchor the scene, turning a casual photo into a deliberate, artistic keepsake.
π @hackernewsgithubprojects
Turn Travel Photos into Collectible Sticker Cards
Travel Memory Sticker Card uses artificial intelligence to transform a single vacation snapshot into a hand-crafted, collectible sticker card. It strips away digital perfection to create a tactile, paper-like aesthetic that feels like a physical memory rather than a file. The system generates a large, quiet illustration on the left and places exactly six die-cut stickers on the right, all unified by a matte, gouache texture and warm paper grain. It even selects three precise English keywords to anchor the scene, turning a casual photo into a deliberate, artistic keepsake.
π @hackernewsgithubprojects
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π¦ miso-choi/truthprobe
TruthProbe: The Family Secret That Keeps AI Honest
A new research tool called TruthProbe reveals that large language models inherit specific internal components from their parent models that determine how honestly they speak. This plug-and-play method, accepted at the top-tier International Conference on Machine Learning, lets researchers turn on these truthful signals without retraining the entire system. It solves a major problem where artificial intelligence confidently states things that are actually false. By activating these inherited heads during inference, developers can make visual and language models stick to factual ground truth. It is a clever way to fix hallucinations using existing model architecture rather than complex new training.
π @hackernewsgithubprojects
TruthProbe: The Family Secret That Keeps AI Honest
A new research tool called TruthProbe reveals that large language models inherit specific internal components from their parent models that determine how honestly they speak. This plug-and-play method, accepted at the top-tier International Conference on Machine Learning, lets researchers turn on these truthful signals without retraining the entire system. It solves a major problem where artificial intelligence confidently states things that are actually false. By activating these inherited heads during inference, developers can make visual and language models stick to factual ground truth. It is a clever way to fix hallucinations using existing model architecture rather than complex new training.
π @hackernewsgithubprojects
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π¦ as-foss/mandible
Mandible: The Universal CLI Manual
Mandible is the terminal interface that finally maps every command line tool you own. Instead of guessing flags or hunting through scattered help files, it builds a live tree of every subcommand and option for any program on your system. The project works by recognizing the specific argument parser behind your tools, turning messy text into a navigable structure you can browse right in your terminal. It is not a static database, but a live interpreter that adapts to what you have installed. If you spend time in the command line, this gives you a complete, searchable map of your software in seconds.
π° https://news.ycombinator.com/item?id=49235529
π @hackernewsgithubprojects
Mandible: The Universal CLI Manual
Mandible is the terminal interface that finally maps every command line tool you own. Instead of guessing flags or hunting through scattered help files, it builds a live tree of every subcommand and option for any program on your system. The project works by recognizing the specific argument parser behind your tools, turning messy text into a navigable structure you can browse right in your terminal. It is not a static database, but a live interpreter that adapts to what you have installed. If you spend time in the command line, this gives you a complete, searchable map of your software in seconds.
π° https://news.ycombinator.com/item?id=49235529
π @hackernewsgithubprojects
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π¦ staryachaos11/iptv-forge
What IPTV Forge Actually Does
IPTV Forge is a Windows app that plays live TV channels and on-demand shows in four K with high dynamic range and lossless sound. It works by downloading a build, unpacking it, and running the program locally on your computer. The tool adds personalized recommendations based on what you watch, plus family profiles with parental controls. This is useful if you want a simple, offline player for curated live and original content without subscription complexity. The main takeaway is that it focuses on clean playback and personal settings rather than cloud syncing.
π @hackernewsgithubprojects
What IPTV Forge Actually Does
IPTV Forge is a Windows app that plays live TV channels and on-demand shows in four K with high dynamic range and lossless sound. It works by downloading a build, unpacking it, and running the program locally on your computer. The tool adds personalized recommendations based on what you watch, plus family profiles with parental controls. This is useful if you want a simple, offline player for curated live and original content without subscription complexity. The main takeaway is that it focuses on clean playback and personal settings rather than cloud syncing.
π @hackernewsgithubprojects
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π¦ sadigaxund/mandible
Mandible: The Universal Manual for CLI Tools
Mandible turns any command line tool into a searchable, interactive tree of commands and flags. You run a tool you don't know, and it instantly maps out every option available to you. It doesn't just show help text. It figures out how your tool was built and parses the structure accordingly. No more guessing flag names or digging through documentation. Just type the tool name, press enter, and start exploring. This is the manual you always wished you had for every terminal command. Perfect for developers who want to learn tools faster without leaving the terminal.
π° https://news.ycombinator.com/item?id=49235529
π @hackernewsgithubprojects
Mandible: The Universal Manual for CLI Tools
Mandible turns any command line tool into a searchable, interactive tree of commands and flags. You run a tool you don't know, and it instantly maps out every option available to you. It doesn't just show help text. It figures out how your tool was built and parses the structure accordingly. No more guessing flag names or digging through documentation. Just type the tool name, press enter, and start exploring. This is the manual you always wished you had for every terminal command. Perfect for developers who want to learn tools faster without leaving the terminal.
π° https://news.ycombinator.com/item?id=49235529
π @hackernewsgithubprojects
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π¦ a2ui-project/a2ui
A2UI: Let Your AI Agents Build Safe Interfaces
A2UI is the open standard that lets your AI agents design and send actual user interfaces without executing dangerous code. Instead of handing over raw scripts, agents send a simple data file describing what the screen should look like, like buttons or text boxes. Your app then draws those pieces using its own trusted, native components. This keeps things safe while remaining flexible enough to work on any platform. It is a clever way to make AI interactions feel like a real app rather than just a chat window. If you are building agents that need to show data, this is the missing piece you need.
π @hackernewsgithubprojects
A2UI: Let Your AI Agents Build Safe Interfaces
A2UI is the open standard that lets your AI agents design and send actual user interfaces without executing dangerous code. Instead of handing over raw scripts, agents send a simple data file describing what the screen should look like, like buttons or text boxes. Your app then draws those pieces using its own trusted, native components. This keeps things safe while remaining flexible enough to work on any platform. It is a clever way to make AI interactions feel like a real app rather than just a chat window. If you are building agents that need to show data, this is the missing piece you need.
π @hackernewsgithubprojects
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π¦ othmaneblial/mobarust
MobaRust: The Open-Source MobaXterm Alternative
MobaRust is a free, open-source desktop app built in Rust that replaces five separate tools with one calm workspace. It handles secure terminal sessions, file transfers, and network tunnels natively, meaning no web wrappers or hidden cloud accounts. The standout feature is its honest security design: your passwords and keys live in a separate vault, completely isolated from your session settings and logs. This ensures sensitive data never leaks into ordinary config files or command history. It is a local-first alternative to commercial suites, giving developers full control over their remote operations without subscription fees. If you value privacy and clean code, this is your new terminal home.
π @hackernewsgithubprojects
MobaRust: The Open-Source MobaXterm Alternative
MobaRust is a free, open-source desktop app built in Rust that replaces five separate tools with one calm workspace. It handles secure terminal sessions, file transfers, and network tunnels natively, meaning no web wrappers or hidden cloud accounts. The standout feature is its honest security design: your passwords and keys live in a separate vault, completely isolated from your session settings and logs. This ensures sensitive data never leaks into ordinary config files or command history. It is a local-first alternative to commercial suites, giving developers full control over their remote operations without subscription fees. If you value privacy and clean code, this is your new terminal home.
π @hackernewsgithubprojects
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π¦ gaorch85/graph-of-states
Graph of States: The AI Detective
Graph of States is the AI framework that finally stops large language models from hallucinating facts when they try to solve puzzles. Instead of letting a chatbot guess, it forces the model to build a strict map of cause and effect. Think of it as giving a detective a rigid case file, where every clue must logically connect to the next step. This stops the AI from wandering off track or inventing evidence. It is the difference between a random guess and a solid deduction. If you want to understand how to keep AI honest and logical, this is the project to watch.
π @hackernewsgithubprojects
Graph of States: The AI Detective
Graph of States is the AI framework that finally stops large language models from hallucinating facts when they try to solve puzzles. Instead of letting a chatbot guess, it forces the model to build a strict map of cause and effect. Think of it as giving a detective a rigid case file, where every clue must logically connect to the next step. This stops the AI from wandering off track or inventing evidence. It is the difference between a random guess and a solid deduction. If you want to understand how to keep AI honest and logical, this is the project to watch.
π @hackernewsgithubprojects
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π¦ deeplethe/utopia
Utopia: The Knowledge System That Remembers How You Thought
Utopia is the open-source enterprise knowledge engine that actually remembers how your understanding changed over time. Most AI tools just store what is true right now, but Utopia tracks the entire history of your data, so if you ever need to review a past decision, it shows you exactly what information you had and why you chose that path. It is a complete system that runs entirely on your own hardware, meaning your sensitive company data never leaves your control. It connects to your documents and databases, using smart logic to find contradictions and answer complex questions with full transparency.
π @hackernewsgithubprojects
Utopia: The Knowledge System That Remembers How You Thought
Utopia is the open-source enterprise knowledge engine that actually remembers how your understanding changed over time. Most AI tools just store what is true right now, but Utopia tracks the entire history of your data, so if you ever need to review a past decision, it shows you exactly what information you had and why you chose that path. It is a complete system that runs entirely on your own hardware, meaning your sensitive company data never leaves your control. It connects to your documents and databases, using smart logic to find contradictions and answer complex questions with full transparency.
π @hackernewsgithubprojects
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π¦ noctalia-dev/umbriel
Umbriel: A Compositor Built for You
Umbriel gives you full control over how your computer screen is organized, letting you arrange windows exactly how you like it. Instead of relying on the standard desktop choices that might not fit your needs, this project lets you build a workspace tailored specifically to your workflow. It handles complex tasks like arranging windows into grids, adding smooth animations, and managing multiple screens all in one place. The developers created this because they wanted a system that felt right for them, without forcing you to pick features you do not need.
π @hackernewsgithubprojects
Umbriel: A Compositor Built for You
Umbriel gives you full control over how your computer screen is organized, letting you arrange windows exactly how you like it. Instead of relying on the standard desktop choices that might not fit your needs, this project lets you build a workspace tailored specifically to your workflow. It handles complex tasks like arranging windows into grids, adding smooth animations, and managing multiple screens all in one place. The developers created this because they wanted a system that felt right for them, without forcing you to pick features you do not need.
π @hackernewsgithubprojects
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π¦ heyo-sh/heyo-docs
Heyo Docs: Documentation That Ships Itself
Heyo Docs is the documentation toolkit that turns your API specs into live, interactive pages automatically. Instead of writing manual reference guides, it reads your Open API document and builds a complete sidebar navigation and searchable endpoint list for you. The coolest part is a built in try it button that lets visitors test your API right from the docs page, handling the request securely in the background so it works without browser restrictions. It supports major frameworks like Next JS and Astro, making it easy to add professional looking API references without building the complex plumbing yourself.
π @hackernewsgithubprojects
Heyo Docs: Documentation That Ships Itself
Heyo Docs is the documentation toolkit that turns your API specs into live, interactive pages automatically. Instead of writing manual reference guides, it reads your Open API document and builds a complete sidebar navigation and searchable endpoint list for you. The coolest part is a built in try it button that lets visitors test your API right from the docs page, handling the request securely in the background so it works without browser restrictions. It supports major frameworks like Next JS and Astro, making it easy to add professional looking API references without building the complex plumbing yourself.
π @hackernewsgithubprojects
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π¦ ganeshmshetty/openclip
OpenClip: The Mac Tool That Makes Text Do Things
Turn any text on your Mac into an active command center. Select a phrase, and OpenClip instantly pops up a floating bar right next to it. This tiny utility lets you copy, calculate math, or send text to AI models without ever leaving your current app. It even turns simple highlights into code or web searches. You can add your own scripts or grab extensions from a built-in store to make it work exactly how you want. It is fast, open source, and completely free. If you use Macs, this is the power tool you have been missing. Go give it a try today.
π° https://news.ycombinator.com/item?id=49535678
π @hackernewsgithubprojects
OpenClip: The Mac Tool That Makes Text Do Things
Turn any text on your Mac into an active command center. Select a phrase, and OpenClip instantly pops up a floating bar right next to it. This tiny utility lets you copy, calculate math, or send text to AI models without ever leaving your current app. It even turns simple highlights into code or web searches. You can add your own scripts or grab extensions from a built-in store to make it work exactly how you want. It is fast, open source, and completely free. If you use Macs, this is the power tool you have been missing. Go give it a try today.
π° https://news.ycombinator.com/item?id=49535678
π @hackernewsgithubprojects
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π¦ channelbarbarian/ytd-video-downloader-core
Ytd Video Downloader Core: The Surprising Truth
The repository called Ytd Video Downloader Core is actually an empty project. It contains nothing but a single README file that describes a video editing workspace with green-screen tools and multi-camera syncing, yet the directory tree shows zero code, no source files, and no functional binaries. This means the project does not solve a problem or provide a useful tool; it is just a placeholder text file hosted on GitHub. The reality is that you cannot download, install, or run any software from this location because there is simply nothing there to run.
π @hackernewsgithubprojects
Ytd Video Downloader Core: The Surprising Truth
The repository called Ytd Video Downloader Core is actually an empty project. It contains nothing but a single README file that describes a video editing workspace with green-screen tools and multi-camera syncing, yet the directory tree shows zero code, no source files, and no functional binaries. This means the project does not solve a problem or provide a useful tool; it is just a placeholder text file hosted on GitHub. The reality is that you cannot download, install, or run any software from this location because there is simply nothing there to run.
π @hackernewsgithubprojects
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π¦ zsvirt/zsvirt
ZSvirt: Open Source Cloud Infrastructure
A single computer can now run the same virtualization engine that powers enterprise data centers, and you can boot it as a simple file on your existing hardware. ZSvirt takes the proven virtualization core from the ZStack platform and opens it up, letting you manage virtual machines, storage, and networks without being locked into any specific vendor. You get a web interface and tools to migrate workloads directly from VMware, which makes switching infrastructure surprisingly practical. This is not just another hypervisor; it is a complete, lightweight platform for running your own cloud. If you are curious about building your own infrastructure, ZSvirt is the place to start.
π° https://news.ycombinator.com/item?id=49536562
π @hackernewsgithubprojects
ZSvirt: Open Source Cloud Infrastructure
A single computer can now run the same virtualization engine that powers enterprise data centers, and you can boot it as a simple file on your existing hardware. ZSvirt takes the proven virtualization core from the ZStack platform and opens it up, letting you manage virtual machines, storage, and networks without being locked into any specific vendor. You get a web interface and tools to migrate workloads directly from VMware, which makes switching infrastructure surprisingly practical. This is not just another hypervisor; it is a complete, lightweight platform for running your own cloud. If you are curious about building your own infrastructure, ZSvirt is the place to start.
π° https://news.ycombinator.com/item?id=49536562
π @hackernewsgithubprojects