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π¦ niluk/worldmodels101
World Models 101: The AI Prediction Course
World Models 101 is a free, interactive course that finally sorts out the confusion around AI world models. The term now describes five different types of systems, from pixel generators to physics simulators, and this course maps them out clearly. In just nine chapters, it teaches how these machines predict, simulate, and plan using interactive visuals and quizzes. Each chapter includes a printable PDF, so you can learn at your own pace without signing up. Itβs a focused, two-hour guide that makes complex AI concepts accessible and tangible for anyone curious about how intelligent systems understand the world.
π @hackernewsgithubprojects
World Models 101: The AI Prediction Course
World Models 101 is a free, interactive course that finally sorts out the confusion around AI world models. The term now describes five different types of systems, from pixel generators to physics simulators, and this course maps them out clearly. In just nine chapters, it teaches how these machines predict, simulate, and plan using interactive visuals and quizzes. Each chapter includes a printable PDF, so you can learn at your own pace without signing up. Itβs a focused, two-hour guide that makes complex AI concepts accessible and tangible for anyone curious about how intelligent systems understand the world.
π @hackernewsgithubprojects
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π¦ minimax-ai/awesome-minimax-h3-integration
MiniMax H3 Integration Guide
MiniMax H3 generates video clips up to fifteen seconds long with native stereo audio, meaning the sound is built into the video generation process from the start. This new community resource acts as a central index, sorting through a complex ecosystem of tools and model files to help you find the right setup for your specific hardware. The most surprising detail is that this model supports reference mode, allowing you to feed it up to nine images, several video clips, and audio files to guide the generation.
π @hackernewsgithubprojects
MiniMax H3 Integration Guide
MiniMax H3 generates video clips up to fifteen seconds long with native stereo audio, meaning the sound is built into the video generation process from the start. This new community resource acts as a central index, sorting through a complex ecosystem of tools and model files to help you find the right setup for your specific hardware. The most surprising detail is that this model supports reference mode, allowing you to feed it up to nine images, several video clips, and audio files to guide the generation.
π @hackernewsgithubprojects
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π¦ ralksta/comfyui-photoshoot
Photoshoot: One Person, Forty Photos
One person, forty unique photos. Photoshoot is a tool that lets you build a character once and then generate a series where the face stays identical while the pose, angle, and mood change. It solves the problem of inconsistent AI characters by using a clever counting system that ensures every shot is reproducible and distinct. Instead of random guesses, it uses math to cycle through framing, expressions, and camera ratios in a predictable way. This means photo seven always looks the same if you need to go back and fix it later.
π @hackernewsgithubprojects
Photoshoot: One Person, Forty Photos
One person, forty unique photos. Photoshoot is a tool that lets you build a character once and then generate a series where the face stays identical while the pose, angle, and mood change. It solves the problem of inconsistent AI characters by using a clever counting system that ensures every shot is reproducible and distinct. Instead of random guesses, it uses math to cycle through framing, expressions, and camera ratios in a predictable way. This means photo seven always looks the same if you need to go back and fix it later.
π @hackernewsgithubprojects
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π¦ zyrexnn/cybermes
Cybermes: The AI Hacker That Proves Its Own Work
Cybermes acts as an autonomous security agent that hunts for web vulnerabilities on your behalf, but its most striking feature is how it refuses to guess. Instead of flooding you with thousands of useless error codes and static files, it filters the noise down to only the critical data that matters. Even more impressive, it will not report a bug unless it has verified it works using a standalone script, ensuring you never waste time chasing false alarms. It then automatically packages everything into a clean, professional report ready for your client.
π @hackernewsgithubprojects
Cybermes: The AI Hacker That Proves Its Own Work
Cybermes acts as an autonomous security agent that hunts for web vulnerabilities on your behalf, but its most striking feature is how it refuses to guess. Instead of flooding you with thousands of useless error codes and static files, it filters the noise down to only the critical data that matters. Even more impressive, it will not report a bug unless it has verified it works using a standalone script, ensuring you never waste time chasing false alarms. It then automatically packages everything into a clean, professional report ready for your client.
π @hackernewsgithubprojects
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π¦ ronitsingh10/finetune
FineTune: The Free Mac Audio Fix You Need
FineTune is the free menu bar app that finally gives you total control over your Mac's audio. It solves the annoying problem of not being able to adjust the volume of individual apps separately. Imagine if your music player is blasting while a podcast is too quiet; FineTune lets you turn up the podcast and down the music without touching the main system volume. It even routes different sounds to different speakers or headphones. You can boost quiet sounds up to four times and tweak the sound quality with a built-in equalizer. It is a simple, powerful tool that makes your audio experience much more enjoyable.
π @hackernewsgithubprojects
FineTune: The Free Mac Audio Fix You Need
FineTune is the free menu bar app that finally gives you total control over your Mac's audio. It solves the annoying problem of not being able to adjust the volume of individual apps separately. Imagine if your music player is blasting while a podcast is too quiet; FineTune lets you turn up the podcast and down the music without touching the main system volume. It even routes different sounds to different speakers or headphones. You can boost quiet sounds up to four times and tweak the sound quality with a built-in equalizer. It is a simple, powerful tool that makes your audio experience much more enjoyable.
π @hackernewsgithubprojects
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π¦ audio8-ai/audio8_tts
Audio8 TTS: Clone Any Voice with 11 Languages in a Tiny Model
Audio8 TTS is the compact text-to-speech model that matches industry giants while cloning voices in seconds. Most high-quality speech systems are massive, but Audio8 uses just 600 million parameters to generate natural, multilingual speech across eleven languages. Its standout feature is zero-shot voice cloning, meaning it captures a person's unique vocal identity from a short audio sample without needing hours of training data. This lightweight design makes it incredibly fast and efficient, even running on standard hardware. Whether you are building apps or just curious about AI, this project proves that smaller models can deliver top-tier results. Check out the repository to see how it works.
π @hackernewsgithubprojects
Audio8 TTS: Clone Any Voice with 11 Languages in a Tiny Model
Audio8 TTS is the compact text-to-speech model that matches industry giants while cloning voices in seconds. Most high-quality speech systems are massive, but Audio8 uses just 600 million parameters to generate natural, multilingual speech across eleven languages. Its standout feature is zero-shot voice cloning, meaning it captures a person's unique vocal identity from a short audio sample without needing hours of training data. This lightweight design makes it incredibly fast and efficient, even running on standard hardware. Whether you are building apps or just curious about AI, this project proves that smaller models can deliver top-tier results. Check out the repository to see how it works.
π @hackernewsgithubprojects
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π¦ wbh604/fund-guy-skill
The Fund Manager Audit Engine
This open-source tool stops looking at fund performance scores and starts auditing the manager's actual trades. It pulls eight years of real market data to verify every single buy and sell decision, checking if the manager actually picked good entry points or just got lucky with the market. The project, called Fund Guy Skill, generates an interactive report that highlights exactly when the manager made smart moves and when they made expensive mistakes. It removes the noise of general market trends to show you the manager's true skill, giving you a clear, data-driven view of their real ability to pick stocks.
π @hackernewsgithubprojects
The Fund Manager Audit Engine
This open-source tool stops looking at fund performance scores and starts auditing the manager's actual trades. It pulls eight years of real market data to verify every single buy and sell decision, checking if the manager actually picked good entry points or just got lucky with the market. The project, called Fund Guy Skill, generates an interactive report that highlights exactly when the manager made smart moves and when they made expensive mistakes. It removes the noise of general market trends to show you the manager's true skill, giving you a clear, data-driven view of their real ability to pick stocks.
π @hackernewsgithubprojects
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π¦ glazepicapture/advanced-systemcare-forge
Advanced Systemcare Forge
Advanced Systemcare Forge bundles a calendar, document editor, and analytics dashboard into one simple Windows app that just runs. It handles recurring events, rich-text notes, and team workload reports without forcing you to juggle separate tools. You decompress it, launch it, and start planning immediately. It is designed to stay out of your way while keeping your projects organized in one place. If you want a clean, all-in-one workspace that respects your time, this is the tool to try.
π @hackernewsgithubprojects
Advanced Systemcare Forge
Advanced Systemcare Forge bundles a calendar, document editor, and analytics dashboard into one simple Windows app that just runs. It handles recurring events, rich-text notes, and team workload reports without forcing you to juggle separate tools. You decompress it, launch it, and start planning immediately. It is designed to stay out of your way while keeping your projects organized in one place. If you want a clean, all-in-one workspace that respects your time, this is the tool to try.
π @hackernewsgithubprojects
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π¦ withoneai/cli
One CLI: Your Agent's Key to 600 Apps
One CLI lets your AI agent control six hundred platforms with a single command line tool. It handles the messy login and security handshakes so your bot can simply read and write across Gmail, Stripe, and Slack without you managing individual passwords. The tool acts as a translator, taking a simple request from your agent and turning it into a correctly formatted, fully authorized call to any connected service. This means your automation can pull live data from your business tools in seconds, not hours of coding. It turns your AI from a chatbot into a worker that actually does things.
π @hackernewsgithubprojects
One CLI: Your Agent's Key to 600 Apps
One CLI lets your AI agent control six hundred platforms with a single command line tool. It handles the messy login and security handshakes so your bot can simply read and write across Gmail, Stripe, and Slack without you managing individual passwords. The tool acts as a translator, taking a simple request from your agent and turning it into a correctly formatted, fully authorized call to any connected service. This means your automation can pull live data from your business tools in seconds, not hours of coding. It turns your AI from a chatbot into a worker that actually does things.
π @hackernewsgithubprojects
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π¦ unity-technologies/skills
Unity Skills: The Cheat Code for AI Game Dev
Skills is the official toolkit that finally makes AI coding agents fluent in Unity, turning vague prompts into precise, production-ready game development workflows. Instead of guessing at the engineβs complex APIs, these specialized instructions teach your AI assistant how to handle specific Unity tasks like setting up live services, managing in-app purchases, or building user interfaces. The real magic happens when you ask your agent to bootstrap a new project or integrate multiplayer voice chat; it doesnβt just write code, it follows a curated, expert-level path that ensures your setup is correct from the start.
π @hackernewsgithubprojects
Unity Skills: The Cheat Code for AI Game Dev
Skills is the official toolkit that finally makes AI coding agents fluent in Unity, turning vague prompts into precise, production-ready game development workflows. Instead of guessing at the engineβs complex APIs, these specialized instructions teach your AI assistant how to handle specific Unity tasks like setting up live services, managing in-app purchases, or building user interfaces. The real magic happens when you ask your agent to bootstrap a new project or integrate multiplayer voice chat; it doesnβt just write code, it follows a curated, expert-level path that ensures your setup is correct from the start.
π @hackernewsgithubprojects
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π¦ nowork-studio/notfair-plugin
NotFair Plugin: The Marketing Brain for AI Agents
The NotFair Plugin is the open-source toolkit that turns generic AI agents into specialized marketing experts. Most AI tools hallucinate marketing strategies because they lack context, but this repository fixes that by giving agents forty-five distinct, readable skill files. Instead of guessing, your AI agent follows strict procedures to audit your site, track live data from Google Ads and Analytics, and find wasted ad spend. The real magic is in the safety: it forces the agent to review evidence before making any changes, ensuring you get actionable insights rather than just more text. Itβs essentially a manual for your AI to handle professional marketing tasks responsibly.
π @hackernewsgithubprojects
NotFair Plugin: The Marketing Brain for AI Agents
The NotFair Plugin is the open-source toolkit that turns generic AI agents into specialized marketing experts. Most AI tools hallucinate marketing strategies because they lack context, but this repository fixes that by giving agents forty-five distinct, readable skill files. Instead of guessing, your AI agent follows strict procedures to audit your site, track live data from Google Ads and Analytics, and find wasted ad spend. The real magic is in the safety: it forces the agent to review evidence before making any changes, ensuring you get actionable insights rather than just more text. Itβs essentially a manual for your AI to handle professional marketing tasks responsibly.
π @hackernewsgithubprojects
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π¦ voidmaintenancedive/internet-booster-toolkit
Internet Booster Toolkit: The Minimalist Workspace
Internet Booster Toolkit handles the heavy lifting of team coordination by bundling project management and workflow automation into a single, lightweight Windows application. It solves the common headache of juggling multiple separate tools for tasks like editing documents, managing projects, or automating repetitive work, all within one clean interface that refuses to feel bloated. By combining smart organization features like tags and search with real-time collaboration, it lets your team share updates and manage permissions without the clutter of heavy enterprise software. This project is useful because it strips away the bloat from standard productivity suites, giving you a focused environment where you can simply get work done.
π @hackernewsgithubprojects
Internet Booster Toolkit: The Minimalist Workspace
Internet Booster Toolkit handles the heavy lifting of team coordination by bundling project management and workflow automation into a single, lightweight Windows application. It solves the common headache of juggling multiple separate tools for tasks like editing documents, managing projects, or automating repetitive work, all within one clean interface that refuses to feel bloated. By combining smart organization features like tags and search with real-time collaboration, it lets your team share updates and manage permissions without the clutter of heavy enterprise software. This project is useful because it strips away the bloat from standard productivity suites, giving you a focused environment where you can simply get work done.
π @hackernewsgithubprojects
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π¦ mengto/sketchbook
The Paper Sketchbook
A digital sketchbook of Singapore fits entirely in a single forty-eight kilobyte HTML file. It is not just a static image grid; it simulates the physical act of browsing a paper book. When you drag a page, the code builds the leaf as a chain of nested strips that curve along a tangent, creating a realistic bend rather than a flat pivot. A brass magnifier lies on the desk, which you can drag across the watercolor spreads to zoom in on the ink.
π @hackernewsgithubprojects
The Paper Sketchbook
A digital sketchbook of Singapore fits entirely in a single forty-eight kilobyte HTML file. It is not just a static image grid; it simulates the physical act of browsing a paper book. When you drag a page, the code builds the leaf as a chain of nested strips that curve along a tangent, creating a realistic bend rather than a flat pivot. A brass magnifier lies on the desk, which you can drag across the watercolor spreads to zoom in on the ink.
π @hackernewsgithubprojects
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π¦ basecamp/hey-cli
Basecamp HEY CLI: Email in Your Terminal
Basecamp HEY CLI lets you manage your entire email life directly from your terminal. Instead of juggling browser tabs, this tool brings your inbox, calendar, and personal notes into a single, fast command line interface. It is perfect for developers who live in the code editor and want to check messages without breaking their workflow. The interface is clean and intuitive, allowing you to read, reply, and organize your day using simple keyboard shortcuts. You can even let AI agents help manage your email by connecting them to the tool. This keeps your focus where it matters most, right in your terminal.
π° https://news.ycombinator.com/item?id=49437266
π @hackernewsgithubprojects
Basecamp HEY CLI: Email in Your Terminal
Basecamp HEY CLI lets you manage your entire email life directly from your terminal. Instead of juggling browser tabs, this tool brings your inbox, calendar, and personal notes into a single, fast command line interface. It is perfect for developers who live in the code editor and want to check messages without breaking their workflow. The interface is clean and intuitive, allowing you to read, reply, and organize your day using simple keyboard shortcuts. You can even let AI agents help manage your email by connecting them to the tool. This keeps your focus where it matters most, right in your terminal.
π° https://news.ycombinator.com/item?id=49437266
π @hackernewsgithubprojects
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π¦ krishagarwal314/codejury
CodeJury: Why Your AI Code Reviewer Needs a Jury
Stop letting a single AI model rubber-stamp its own homework. CodeJury acts as a terminal-first pipeline that takes your plain English request and turns it into tested, reviewed code, but the secret sauce is the review stage. Instead of one confident judge, it uses a two-model jury from different providers. These independent reviewers read the change without seeing each otherβs opinions, and the code only ships if both approve. This setup catches mistakes that a single model would happily merge, all while costing pennies. Itβs about getting honest, uncorrelated feedback before your bad code hits the main branch.
π @hackernewsgithubprojects
CodeJury: Why Your AI Code Reviewer Needs a Jury
Stop letting a single AI model rubber-stamp its own homework. CodeJury acts as a terminal-first pipeline that takes your plain English request and turns it into tested, reviewed code, but the secret sauce is the review stage. Instead of one confident judge, it uses a two-model jury from different providers. These independent reviewers read the change without seeing each otherβs opinions, and the code only ships if both approve. This setup catches mistakes that a single model would happily merge, all while costing pennies. Itβs about getting honest, uncorrelated feedback before your bad code hits the main branch.
π @hackernewsgithubprojects
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π¦ achrefelouafi/linearabilityextthreejs
The 3D VFX Sandbox You Can Edit Mid-Animation
Linearabilityextthreejs is the 3D visual effects sandbox that lets you pause a violent explosion and reshape it with live sliders. It features seven distinct magical abilities, from fire rings to electric spheres, all built using code-generated geometry rather than pre-made assets. The standout feature is its ability to freeze a frame mid-eruption while keeping every visual parameter editable. This means you can tweak the size, color, and timing of effects on a still image without restarting the simulation. It serves as a powerful tool for artists to understand how complex 3D magic systems work under the hood.
π @hackernewsgithubprojects
The 3D VFX Sandbox You Can Edit Mid-Animation
Linearabilityextthreejs is the 3D visual effects sandbox that lets you pause a violent explosion and reshape it with live sliders. It features seven distinct magical abilities, from fire rings to electric spheres, all built using code-generated geometry rather than pre-made assets. The standout feature is its ability to freeze a frame mid-eruption while keeping every visual parameter editable. This means you can tweak the size, color, and timing of effects on a still image without restarting the simulation. It serves as a powerful tool for artists to understand how complex 3D magic systems work under the hood.
π @hackernewsgithubprojects
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π¦ meetsitaram/sonic-x2
Sonic X2 Makes a Humanoid Dance
A humanoid robot can perform a complex victory dance without falling over, thanks to a clever AI system called Sonic X2. This project bundles a tracking policy, the robot model, and motion clips into one simple package for MuJoCo simulation. The key insight is deploy parity, meaning the simulation uses the exact tuning settings of the real physical robot, so what you see on screen matches reality perfectly. Instead of raw training gains, it applies specific joint limits and filters to ensure stability. This allows developers to quickly test walking, idling, and dancing on a standard CPU, removing the guesswork from simulation.
π @hackernewsgithubprojects
Sonic X2 Makes a Humanoid Dance
A humanoid robot can perform a complex victory dance without falling over, thanks to a clever AI system called Sonic X2. This project bundles a tracking policy, the robot model, and motion clips into one simple package for MuJoCo simulation. The key insight is deploy parity, meaning the simulation uses the exact tuning settings of the real physical robot, so what you see on screen matches reality perfectly. Instead of raw training gains, it applies specific joint limits and filters to ensure stability. This allows developers to quickly test walking, idling, and dancing on a standard CPU, removing the guesswork from simulation.
π @hackernewsgithubprojects
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π¦ wholiver/metis
Metis: The AI Agent That Remembers Your Code
Metis is the coding agent that finally remembers your project context so you never have to re-explain your codebase to an AI assistant. It works by creating a durable memory system that stores project knowledge and allows you to resume interrupted work seamlessly. When you hit a wall or close your laptop, Metis can pick up exactly where you left off, pulling from its persistent search index to understand your specific code structure and previous decisions. This isn't just a chatbot; it is a workflow engine that plans, builds, and verifies changes while keeping a clear record of its reasoning.
π @hackernewsgithubprojects
Metis: The AI Agent That Remembers Your Code
Metis is the coding agent that finally remembers your project context so you never have to re-explain your codebase to an AI assistant. It works by creating a durable memory system that stores project knowledge and allows you to resume interrupted work seamlessly. When you hit a wall or close your laptop, Metis can pick up exactly where you left off, pulling from its persistent search index to understand your specific code structure and previous decisions. This isn't just a chatbot; it is a workflow engine that plans, builds, and verifies changes while keeping a clear record of its reasoning.
π @hackernewsgithubprojects
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π¦ google-research/pointdit
PointDiT: One Photo, Full 3D Shape
PointDiT is the visual tool that turns a single photo into a full 3D map. Most depth scanners need multiple angles or special hardware, but this open-source model works with just one image. It uses a clever diffusion transformer to guess the distance of every pixel, creating a detailed 3D shape without needing a specialized camera. The project is remarkably simple, skipping complex intermediate steps to predict geometry directly from the picture. It handles everything from indoor rooms to outdoor driving scenes with impressive accuracy. If you are building robots or VR apps, this gives you rich 3D data from standard cameras.
π @hackernewsgithubprojects
PointDiT: One Photo, Full 3D Shape
PointDiT is the visual tool that turns a single photo into a full 3D map. Most depth scanners need multiple angles or special hardware, but this open-source model works with just one image. It uses a clever diffusion transformer to guess the distance of every pixel, creating a detailed 3D shape without needing a specialized camera. The project is remarkably simple, skipping complex intermediate steps to predict geometry directly from the picture. It handles everything from indoor rooms to outdoor driving scenes with impressive accuracy. If you are building robots or VR apps, this gives you rich 3D data from standard cameras.
π @hackernewsgithubprojects
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π¦ getkern/kern
Kern: The 1.5 MB Container That Runs in 3 Milliseconds
Kern is the rootless sandbox that spins up a real, kernel-enforced container in just three milliseconds from a single tiny binary. This project solves the bloat problem of traditional container engines by removing the heavy background daemon entirely. Instead of waiting for a massive system to start, you get immediate isolation for any code, including risky AI-generated scripts, right on your machine. It reads standard Docker formats so your existing setups work instantly, but it does so without the overhead, keeping your system fast and secure. This is the perfect tool if you need quick, safe execution without the usual heavy infrastructure.
π° https://news.ycombinator.com/item?id=49423927
π @hackernewsgithubprojects
Kern: The 1.5 MB Container That Runs in 3 Milliseconds
Kern is the rootless sandbox that spins up a real, kernel-enforced container in just three milliseconds from a single tiny binary. This project solves the bloat problem of traditional container engines by removing the heavy background daemon entirely. Instead of waiting for a massive system to start, you get immediate isolation for any code, including risky AI-generated scripts, right on your machine. It reads standard Docker formats so your existing setups work instantly, but it does so without the overhead, keeping your system fast and secure. This is the perfect tool if you need quick, safe execution without the usual heavy infrastructure.
π° https://news.ycombinator.com/item?id=49423927
π @hackernewsgithubprojects