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📦 opendrivelab/worldengine
WorldEngine: The Future of Autonomous Driving Post-Training
Are you ready to see how autonomous driving moves beyond simple training? Meet WorldEngine, a powerful open-source framework designed to solve the critical problem of data scarcity in physical AI. By automatically identifying rare, safety-critical driving scenarios from real-world logs, it reconstructs them into photorealistic, interactive simulations using 3D Gaussian Splatting. This allows models to learn from complex, dense traffic distributions that were previously impossible to capture. With production-validated performance that significantly reduces collision rates, WorldEngine is the essential infrastructure for anyone building safer, smarter autonomous systems. Dive into this repository to start training your agents for the real world.
🆔 @hackernewsgithubprojects
WorldEngine: The Future of Autonomous Driving Post-Training
Are you ready to see how autonomous driving moves beyond simple training? Meet WorldEngine, a powerful open-source framework designed to solve the critical problem of data scarcity in physical AI. By automatically identifying rare, safety-critical driving scenarios from real-world logs, it reconstructs them into photorealistic, interactive simulations using 3D Gaussian Splatting. This allows models to learn from complex, dense traffic distributions that were previously impossible to capture. With production-validated performance that significantly reduces collision rates, WorldEngine is the essential infrastructure for anyone building safer, smarter autonomous systems. Dive into this repository to start training your agents for the real world.
🆔 @hackernewsgithubprojects
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📦 the-open-engine/zeroshot
Automate Your Coding Workflow with Zeroshot
Are you tired of AI coding assistants that provide code but fail to verify if it actually works? Meet Zeroshot, an open-source command-line tool that acts as your autonomous engineering team. Instead of relying on a single AI, it orchestrates a multi-agent workflow that plans, implements, tests, and validates your code in isolated environments. It supports major AI providers and integrates with GitHub, GitLab, Jira, and Azure DevOps to handle tasks from simple fixes to complex refactors. By using blind validation to ensure correctness, Zeroshot keeps iterating until your requirements are fully met. Level up your productivity and automate your development pipeline today.
📰 https://news.ycombinator.com/item?id=48599820
🆔 @hackernewsgithubprojects
Automate Your Coding Workflow with Zeroshot
Are you tired of AI coding assistants that provide code but fail to verify if it actually works? Meet Zeroshot, an open-source command-line tool that acts as your autonomous engineering team. Instead of relying on a single AI, it orchestrates a multi-agent workflow that plans, implements, tests, and validates your code in isolated environments. It supports major AI providers and integrates with GitHub, GitLab, Jira, and Azure DevOps to handle tasks from simple fixes to complex refactors. By using blind validation to ensure correctness, Zeroshot keeps iterating until your requirements are fully met. Level up your productivity and automate your development pipeline today.
📰 https://news.ycombinator.com/item?id=48599820
🆔 @hackernewsgithubprojects
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📦 eyadkelleh/awesome-skills-security
Supercharge Your AI Security Testing
Want to level up your security testing game using AI? This project provides a powerful collection of security resources packaged as agent skills, making them instantly available for your favorite AI assistants. By organizing essential wordlists, injection payloads, and expert testing patterns from the industry standard SecLists, it solves the problem of digging through massive data manually. Whether you are performing authorized penetration testing, researching bug bounties, or auditing AI models for bias and safety, these ready-to-use skills integrate directly into your workflow to streamline complex tasks. Grab these tools today and start testing smarter.
🆔 @hackernewsgithubprojects
Supercharge Your AI Security Testing
Want to level up your security testing game using AI? This project provides a powerful collection of security resources packaged as agent skills, making them instantly available for your favorite AI assistants. By organizing essential wordlists, injection payloads, and expert testing patterns from the industry standard SecLists, it solves the problem of digging through massive data manually. Whether you are performing authorized penetration testing, researching bug bounties, or auditing AI models for bias and safety, these ready-to-use skills integrate directly into your workflow to streamline complex tasks. Grab these tools today and start testing smarter.
🆔 @hackernewsgithubprojects
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📦 roggeohta/awesome-codex-cli
Supercharge Your Coding with the Ultimate Codex CLI Resource List
Are you tired of hunting through dozens of repositories just to find the right tools for your AI coding agent? The Awesome Codex CLI repository is your new command center, consolidating over two hundred and eighty resources into one perfectly organized collection. Whether you need specialized subagents, reusable instruction bundles, or advanced plugins for your terminal-based workflow, this list has you covered. It simplifies your setup by categorizing everything from automation recipes and monitoring tools to complex multi-agent orchestration patterns. Dive in to streamline your development process and finally master your terminal-based AI pair programmer with ease.
🆔 @hackernewsgithubprojects
Supercharge Your Coding with the Ultimate Codex CLI Resource List
Are you tired of hunting through dozens of repositories just to find the right tools for your AI coding agent? The Awesome Codex CLI repository is your new command center, consolidating over two hundred and eighty resources into one perfectly organized collection. Whether you need specialized subagents, reusable instruction bundles, or advanced plugins for your terminal-based workflow, this list has you covered. It simplifies your setup by categorizing everything from automation recipes and monitoring tools to complex multi-agent orchestration patterns. Dive in to streamline your development process and finally master your terminal-based AI pair programmer with ease.
🆔 @hackernewsgithubprojects
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📦 elliotfontaine/yard-godot
Manage Godot Resources Like a Pro with YARD
Are you struggling to keep your Godot project organized? Meet YARD, a powerful editor plugin that turns resource management into a breeze. It provides a spreadsheet-like interface directly inside the editor, allowing you to easily catalog and sync your game assets. By using stable string IDs, you can move files without breaking your references. Its standout feature is the ability to bake property indexes, enabling lightning-fast runtime filtering without extra overhead. Whether you need to load resources asynchronously or clean up your inspector workflow, YARD makes it simple. Install it today to bring professional-grade data management to your next project.
🆔 @hackernewsgithubprojects
Manage Godot Resources Like a Pro with YARD
Are you struggling to keep your Godot project organized? Meet YARD, a powerful editor plugin that turns resource management into a breeze. It provides a spreadsheet-like interface directly inside the editor, allowing you to easily catalog and sync your game assets. By using stable string IDs, you can move files without breaking your references. Its standout feature is the ability to bake property indexes, enabling lightning-fast runtime filtering without extra overhead. Whether you need to load resources asynchronously or clean up your inspector workflow, YARD makes it simple. Install it today to bring professional-grade data management to your next project.
🆔 @hackernewsgithubprojects
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📦 mohitagw15856/pm-claude-skills
Supercharge Your Workflow with 174 AI Agent Skills
Are you ready to unlock the full potential of your favorite AI tools? This repository offers a massive collection of 174 professional agent skills designed to streamline everything from product management and engineering to design and business strategy. Instead of starting from scratch, you get access to pre-built slash commands and subagents compatible with platforms like Claude, ChatGPT, and Gemini. Whether you need to generate technical specs, conduct churn analysis, or build roadmaps, these ready-to-use workflows save you hours of effort. Dive into this professional toolkit today and transform how you work with AI to become significantly more productive.
📰 https://news.ycombinator.com/item?id=48600385
🆔 @hackernewsgithubprojects
Supercharge Your Workflow with 174 AI Agent Skills
Are you ready to unlock the full potential of your favorite AI tools? This repository offers a massive collection of 174 professional agent skills designed to streamline everything from product management and engineering to design and business strategy. Instead of starting from scratch, you get access to pre-built slash commands and subagents compatible with platforms like Claude, ChatGPT, and Gemini. Whether you need to generate technical specs, conduct churn analysis, or build roadmaps, these ready-to-use workflows save you hours of effort. Dive into this professional toolkit today and transform how you work with AI to become significantly more productive.
📰 https://news.ycombinator.com/item?id=48600385
🆔 @hackernewsgithubprojects
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📦 jaytel0/taste
Turn Reference Images Into AI Design Skills
Ever wish your AI could consistently capture a specific visual style? This repository provides a powerful pipeline that transforms your own reference images into a reusable design skill. Instead of relying on vague aesthetic prompts, this system analyzes your images to generate concrete, actionable rules for layout, spacing, and typography. By fusing insights from multiple vision models, it creates a structured guide that helps AI agents produce more accurate, professional results. Whether you are building interfaces or dashboards, you can now enforce specific design constraints automatically. Simply feed your images into the pipeline to start building your own custom design library.
🆔 @hackernewsgithubprojects
Turn Reference Images Into AI Design Skills
Ever wish your AI could consistently capture a specific visual style? This repository provides a powerful pipeline that transforms your own reference images into a reusable design skill. Instead of relying on vague aesthetic prompts, this system analyzes your images to generate concrete, actionable rules for layout, spacing, and typography. By fusing insights from multiple vision models, it creates a structured guide that helps AI agents produce more accurate, professional results. Whether you are building interfaces or dashboards, you can now enforce specific design constraints automatically. Simply feed your images into the pipeline to start building your own custom design library.
🆔 @hackernewsgithubprojects
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📦 thu-si/spatial-ttt
Mastering Spatial Intelligence with Spatial-TTT
Have you ever wondered how AI can better understand the world through streaming video? Meet Spatial-TTT, an innovative framework designed to tackle long-horizon visual spatial tasks. By combining a hybrid architecture with test-time training, this method creates compact memory that accumulates crucial 3D spatial evidence from continuous video streams. It uses a smart spatial-predictive mechanism and sliding-window attention to effectively organize visual signals over time. This repository provides the official implementation, training scripts, and evaluation tools to help you explore state-of-the-art performance in spatial intelligence. Dive in today to see how this approach is redefining video understanding.
🆔 @hackernewsgithubprojects
Mastering Spatial Intelligence with Spatial-TTT
Have you ever wondered how AI can better understand the world through streaming video? Meet Spatial-TTT, an innovative framework designed to tackle long-horizon visual spatial tasks. By combining a hybrid architecture with test-time training, this method creates compact memory that accumulates crucial 3D spatial evidence from continuous video streams. It uses a smart spatial-predictive mechanism and sliding-window attention to effectively organize visual signals over time. This repository provides the official implementation, training scripts, and evaluation tools to help you explore state-of-the-art performance in spatial intelligence. Dive in today to see how this approach is redefining video understanding.
🆔 @hackernewsgithubprojects
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📦 igoraherne/trellis.2-stableprojectorz
Generate High-Fidelity 3D Assets with TRELLIS.2
Ever wanted to turn a single image into a detailed 3D model in seconds? This repository integrates the powerful TRELLIS.2 generative model, allowing you to create high-fidelity 3D assets with complex textures and sharp geometry effortlessly. By utilizing a unique sparse voxel structure called O-Voxel, it handles tricky shapes like open surfaces and non-manifold geometry far better than traditional methods. The project is optimized to run on consumer GPUs, turning simple images into PBR-ready 3D files for your projects. Dive into this cutting-edge 3D generation toolkit today to start bringing your visual ideas to life with professional-grade efficiency.
🆔 @hackernewsgithubprojects
Generate High-Fidelity 3D Assets with TRELLIS.2
Ever wanted to turn a single image into a detailed 3D model in seconds? This repository integrates the powerful TRELLIS.2 generative model, allowing you to create high-fidelity 3D assets with complex textures and sharp geometry effortlessly. By utilizing a unique sparse voxel structure called O-Voxel, it handles tricky shapes like open surfaces and non-manifold geometry far better than traditional methods. The project is optimized to run on consumer GPUs, turning simple images into PBR-ready 3D files for your projects. Dive into this cutting-edge 3D generation toolkit today to start bringing your visual ideas to life with professional-grade efficiency.
🆔 @hackernewsgithubprojects
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📦 mukundbala/rolling-bonxai
Efficient Large-Scale Mapping in ROS 2 with Rolling-Bonxai
Are you struggling with memory limits while mapping massive areas with your robots? Rolling-Bonxai is a clever solution that optimizes voxel grid usage for ROS 2. Instead of keeping everything in memory, it implements a chunking system that loads and offloads voxel maps based on the robot's movement. It efficiently saves unused map parts to your disk and retrieves them only when needed, significantly reducing the memory footprint. With built-in policies for chunk management and asynchronous I/O, it keeps your navigation smooth even in large-scale environments. Streamline your robot's mapping performance today and keep your system memory-efficient while exploring.
🆔 @hackernewsgithubprojects
Efficient Large-Scale Mapping in ROS 2 with Rolling-Bonxai
Are you struggling with memory limits while mapping massive areas with your robots? Rolling-Bonxai is a clever solution that optimizes voxel grid usage for ROS 2. Instead of keeping everything in memory, it implements a chunking system that loads and offloads voxel maps based on the robot's movement. It efficiently saves unused map parts to your disk and retrieves them only when needed, significantly reducing the memory footprint. With built-in policies for chunk management and asynchronous I/O, it keeps your navigation smooth even in large-scale environments. Streamline your robot's mapping performance today and keep your system memory-efficient while exploring.
🆔 @hackernewsgithubprojects
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📦 ulsklyc/yuvomi
Take Control of Your Household with Yuvomi
Are you tired of relying on big tech to manage your family life? Meet Yuvomi, a powerful self-hosted family planner that puts your data directly into your own hands. This private, offline-capable platform lets you organize tasks, calendars, shopping lists, meal plans, and even household budgets all in one beautiful interface. It runs effortlessly on your home server or NAS using Docker, offering a polished, mobile-first experience without any subscription fees or hidden trackers. Whether you need to track shared expenses or plan weekly meals, Yuvomi gives you full control. Reclaim your digital privacy and simplify your home management today.
🆔 @hackernewsgithubprojects
Take Control of Your Household with Yuvomi
Are you tired of relying on big tech to manage your family life? Meet Yuvomi, a powerful self-hosted family planner that puts your data directly into your own hands. This private, offline-capable platform lets you organize tasks, calendars, shopping lists, meal plans, and even household budgets all in one beautiful interface. It runs effortlessly on your home server or NAS using Docker, offering a polished, mobile-first experience without any subscription fees or hidden trackers. Whether you need to track shared expenses or plan weekly meals, Yuvomi gives you full control. Reclaim your digital privacy and simplify your home management today.
🆔 @hackernewsgithubprojects
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📦 raidowl/homelab-hub
Take Control of Your Home Lab Infrastructure
Are you tired of losing track of your servers, network hardware, and services? Home Lab Hub is a powerful self-hosted web application designed to help you inventory and visualize your entire home lab setup in one centralized location. It provides full management for your virtual machines, storage devices, and network shares while offering an interactive graph map to see how everything connects. You can even document your projects using the built-in markdown editor. Whether you are running a complex cluster or just starting out, this tool makes infrastructure tracking effortless. Give your lab the organization it deserves today.
🆔 @hackernewsgithubprojects
Take Control of Your Home Lab Infrastructure
Are you tired of losing track of your servers, network hardware, and services? Home Lab Hub is a powerful self-hosted web application designed to help you inventory and visualize your entire home lab setup in one centralized location. It provides full management for your virtual machines, storage devices, and network shares while offering an interactive graph map to see how everything connects. You can even document your projects using the built-in markdown editor. Whether you are running a complex cluster or just starting out, this tool makes infrastructure tracking effortless. Give your lab the organization it deserves today.
🆔 @hackernewsgithubprojects
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📦 ngrok/webernetes
Run Kubernetes Entirely in Your Browser
Have you ever wanted to experiment with Kubernetes without the headache of managing complex cluster infrastructure? Meet this project, which brings a subset of Kubernetes directly into your browser. By acting as a simulator, it removes the need for any backend server components, allowing you to boot up clusters instantly on your local machine. It uses custom implementations of controllers and internal resource handling to replicate cluster logic without needing real container images. It is an incredibly clever way to build interactive tutorials and educational content, making Kubernetes experimentation accessible, lightweight, and truly portable for everyone.
📰 https://news.ycombinator.com/item?id=48588578
🆔 @hackernewsgithubprojects
Run Kubernetes Entirely in Your Browser
Have you ever wanted to experiment with Kubernetes without the headache of managing complex cluster infrastructure? Meet this project, which brings a subset of Kubernetes directly into your browser. By acting as a simulator, it removes the need for any backend server components, allowing you to boot up clusters instantly on your local machine. It uses custom implementations of controllers and internal resource handling to replicate cluster logic without needing real container images. It is an incredibly clever way to build interactive tutorials and educational content, making Kubernetes experimentation accessible, lightweight, and truly portable for everyone.
📰 https://news.ycombinator.com/item?id=48588578
🆔 @hackernewsgithubprojects
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📦 miracodeai/mira
Stop Paying For AI Code Reviews: Meet Mira
Tired of expensive AI code reviewers that lock your data into their cloud? Meet Mira, a self-hosted AI code review platform that lets you keep your code, configurations, and dashboards entirely on your own infrastructure. Unlike standard SaaS tools, Mira builds a comprehensive index of your entire codebase, allowing the AI to reason about call sites, dependencies, and project patterns rather than just analyzing the diff. It includes powerful features like automated vulnerability scanning, org-wide package tracking, and a smart learning loop that adapts to your team's specific standards. Take control of your developer workflow and secure your code today.
📰 https://news.ycombinator.com/item?id=48570197
🆔 @hackernewsgithubprojects
Stop Paying For AI Code Reviews: Meet Mira
Tired of expensive AI code reviewers that lock your data into their cloud? Meet Mira, a self-hosted AI code review platform that lets you keep your code, configurations, and dashboards entirely on your own infrastructure. Unlike standard SaaS tools, Mira builds a comprehensive index of your entire codebase, allowing the AI to reason about call sites, dependencies, and project patterns rather than just analyzing the diff. It includes powerful features like automated vulnerability scanning, org-wide package tracking, and a smart learning loop that adapts to your team's specific standards. Take control of your developer workflow and secure your code today.
📰 https://news.ycombinator.com/item?id=48570197
🆔 @hackernewsgithubprojects
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📦 kennss/siliconscope
Stop Guessing: Monitor Your Apple Silicon Mac Properly
Ever wonder what is actually happening inside your Mac when you run local AI models or heavy media tasks? SiliconScope is a native system monitor built specifically for Apple Silicon that gives you the deep visibility Activity Monitor hides. It tracks your Neural Engine, media engines, and memory bandwidth in real-time without needing any sudo permissions. You can spot thermal throttling, identify performance bottlenecks, and even measure your model speed in tokens per second. It is the perfect tool for power users who want to understand their hardware efficiency. Grab the latest version and start monitoring your Mac like a pro today.
🆔 @hackernewsgithubprojects
Stop Guessing: Monitor Your Apple Silicon Mac Properly
Ever wonder what is actually happening inside your Mac when you run local AI models or heavy media tasks? SiliconScope is a native system monitor built specifically for Apple Silicon that gives you the deep visibility Activity Monitor hides. It tracks your Neural Engine, media engines, and memory bandwidth in real-time without needing any sudo permissions. You can spot thermal throttling, identify performance bottlenecks, and even measure your model speed in tokens per second. It is the perfect tool for power users who want to understand their hardware efficiency. Grab the latest version and start monitoring your Mac like a pro today.
🆔 @hackernewsgithubprojects
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📦 turbo-tan/llama.cpp-tq3
Run Massive AI Models on Consumer GPUs!
Ever wanted to run powerful, large-scale AI models on your own computer without needing an enterprise-grade setup? This project is a specialized version of the popular inference engine designed to make that dream a reality. By using advanced Walsh-Hadamard transform quantization, it shrinks model sizes by ten percent while maintaining high quality. This breakthrough allows you to fit 27-billion parameter models onto standard 16-gigabyte graphics cards with impressive speed. Whether you are an AI enthusiast or a developer, this tool is your key to unlocking greater performance and efficiency on your local hardware. Start experimenting with more capable models today.
🆔 @hackernewsgithubprojects
Run Massive AI Models on Consumer GPUs!
Ever wanted to run powerful, large-scale AI models on your own computer without needing an enterprise-grade setup? This project is a specialized version of the popular inference engine designed to make that dream a reality. By using advanced Walsh-Hadamard transform quantization, it shrinks model sizes by ten percent while maintaining high quality. This breakthrough allows you to fit 27-billion parameter models onto standard 16-gigabyte graphics cards with impressive speed. Whether you are an AI enthusiast or a developer, this tool is your key to unlocking greater performance and efficiency on your local hardware. Start experimenting with more capable models today.
🆔 @hackernewsgithubprojects
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📦 kaopu-xiaopu/web-design
Design Better Websites Faster with This AI Skill
Stop jumping straight into messy code and start designing with intent. This repository provides a specialized skill for Claude Code that flips your workflow by putting the design specification first. By feeding it a simple prompt, a URL, or a screenshot, you generate a structured design document covering everything from color palettes to accessibility rules before a single line of code is written. It acts as a professional blueprint, ensuring your web projects remain consistent and portable. Whether you are building complex interfaces or sleek landing pages, this tool helps you maintain high quality throughout the development process.
🆔 @hackernewsgithubprojects
Design Better Websites Faster with This AI Skill
Stop jumping straight into messy code and start designing with intent. This repository provides a specialized skill for Claude Code that flips your workflow by putting the design specification first. By feeding it a simple prompt, a URL, or a screenshot, you generate a structured design document covering everything from color palettes to accessibility rules before a single line of code is written. It acts as a professional blueprint, ensuring your web projects remain consistent and portable. Whether you are building complex interfaces or sleek landing pages, this tool helps you maintain high quality throughout the development process.
🆔 @hackernewsgithubprojects
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📦 goekdeniz-guelmez/mlx-lora-studio
Train LLMs Locally on Your Mac with MLX LoRA Studio
Fine-tuning large language models usually feels like a chore, but what if you could do it right on your Mac with just one click? MLX LoRA Studio is a native macOS application designed to make training fully on-device, private, and accessible. It handles all the complex environment setups and dependencies for you, providing a clean interface to run algorithms like SFT, DPO, and QLoRA. You can monitor live metrics, generate synthetic data, and even upload your finished adapters to Hugging Face without leaving the app. Ready to start training models on your own machine, keep your data private, and simplify your workflow?
🆔 @hackernewsgithubprojects
Train LLMs Locally on Your Mac with MLX LoRA Studio
Fine-tuning large language models usually feels like a chore, but what if you could do it right on your Mac with just one click? MLX LoRA Studio is a native macOS application designed to make training fully on-device, private, and accessible. It handles all the complex environment setups and dependencies for you, providing a clean interface to run algorithms like SFT, DPO, and QLoRA. You can monitor live metrics, generate synthetic data, and even upload your finished adapters to Hugging Face without leaving the app. Ready to start training models on your own machine, keep your data private, and simplify your workflow?
🆔 @hackernewsgithubprojects
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📦 mozilla-ai/cq
Stop Your AI From Repeating Mistakes With This Shared Learning Tool
Tired of your AI coding agents making the same mistakes over and over? Meet this project, an open standard designed to help agents share collective knowledge so they stop rediscovering the same failures independently. It works by allowing your agents to query a store for proven solutions before they act, or propose new knowledge units when they uncover undocumented behaviors or workarounds. By enabling persistent, shared memory across sessions and machines, this tool helps your agents learn from each other in real time. It is a smart way to build a smarter, more efficient development workflow. Check it out to start evolving your agents today.
🆔 @hackernewsgithubprojects
Stop Your AI From Repeating Mistakes With This Shared Learning Tool
Tired of your AI coding agents making the same mistakes over and over? Meet this project, an open standard designed to help agents share collective knowledge so they stop rediscovering the same failures independently. It works by allowing your agents to query a store for proven solutions before they act, or propose new knowledge units when they uncover undocumented behaviors or workarounds. By enabling persistent, shared memory across sessions and machines, this tool helps your agents learn from each other in real time. It is a smart way to build a smarter, more efficient development workflow. Check it out to start evolving your agents today.
🆔 @hackernewsgithubprojects
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📦 ayushh0110/screenmind
ScreenMind: Your Local Private AI Memory
Ever wish you had a photographic memory for your digital life? Meet ScreenMind, an open-source project that captures your screen and turns it into a searchable AI database. Unlike other tools that compromise your data, this runs entirely offline using Gemma 4, ensuring your activity stays private on your own machine. It intelligently tracks screen changes, records meetings, and lets you chat with your past activity to find exactly what you need. With features like sensitive data redaction and encrypted storage, it is the ultimate tool for reclaiming your digital history. Take control of your workflow with local AI intelligence.
📰 https://news.ycombinator.com/item?id=48522417
🆔 @hackernewsgithubprojects
ScreenMind: Your Local Private AI Memory
Ever wish you had a photographic memory for your digital life? Meet ScreenMind, an open-source project that captures your screen and turns it into a searchable AI database. Unlike other tools that compromise your data, this runs entirely offline using Gemma 4, ensuring your activity stays private on your own machine. It intelligently tracks screen changes, records meetings, and lets you chat with your past activity to find exactly what you need. With features like sensitive data redaction and encrypted storage, it is the ultimate tool for reclaiming your digital history. Take control of your workflow with local AI intelligence.
📰 https://news.ycombinator.com/item?id=48522417
🆔 @hackernewsgithubprojects
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📦 jangafx/fmag
GPU Programming with Only One Instruction
Have you ever wanted to run complex programs on a GPU without the nightmare of branch divergence? Meet FMAG, a fascinating virtual machine and toolchain built on a single-instruction architecture. By replacing traditional complex branching with a clever fused multiply-add and guard operation, it executes programs in lockstep across all GPU lanes, completely avoiding the performance traps of divergent control flow. This C library lets you build, optimize, and assemble custom instruction streams that are highly efficient on modern hardware. It is a brilliant solution for running runtime-generated content on the GPU, proving that sometimes the simplest ideas are the most powerful.
📰 https://news.ycombinator.com/item?id=48573342
🆔 @hackernewsgithubprojects
GPU Programming with Only One Instruction
Have you ever wanted to run complex programs on a GPU without the nightmare of branch divergence? Meet FMAG, a fascinating virtual machine and toolchain built on a single-instruction architecture. By replacing traditional complex branching with a clever fused multiply-add and guard operation, it executes programs in lockstep across all GPU lanes, completely avoiding the performance traps of divergent control flow. This C library lets you build, optimize, and assemble custom instruction streams that are highly efficient on modern hardware. It is a brilliant solution for running runtime-generated content on the GPU, proving that sometimes the simplest ideas are the most powerful.
📰 https://news.ycombinator.com/item?id=48573342
🆔 @hackernewsgithubprojects