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π¦ bashebr/ai-native-sdlc
AI-Native SDLC: The Agent That Needs Your Permission
Your coding agent can now build your entire app in an afternoon, but it still has to ask you before it touches production. AI-Native SDLC is a ready-to-use skill that turns this idea into a working system. It walks your agent through the full journey from a vague idea to a live deployment, pausing at every critical step to get your explicit approval. It treats the process like a map where every decision is logged and checked. The agent does the heavy lifting, but you hold the keys to the car. It is not magic, it is just a very disciplined workflow.
π @hackernewsgithubprojects
AI-Native SDLC: The Agent That Needs Your Permission
Your coding agent can now build your entire app in an afternoon, but it still has to ask you before it touches production. AI-Native SDLC is a ready-to-use skill that turns this idea into a working system. It walks your agent through the full journey from a vague idea to a live deployment, pausing at every critical step to get your explicit approval. It treats the process like a map where every decision is logged and checked. The agent does the heavy lifting, but you hold the keys to the car. It is not magic, it is just a very disciplined workflow.
π @hackernewsgithubprojects
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π¦ mekion/the-bimo-project
Bimo: The 3D Printable Walking Robot
The Bimo Project is a two-legged robot you can print yourself that actually walks. It is not a toy. It is a real research platform that lets you train a brain in a computer simulation and then plug that exact same logic into the physical robot without any extra tweaking. Usually, moving from digital to real life is a nightmare of adjustments, but here, the robot just gets up and starts walking straight away. You can control it with simple Python scripts or let it run on its own tiny computer board.
π @hackernewsgithubprojects
Bimo: The 3D Printable Walking Robot
The Bimo Project is a two-legged robot you can print yourself that actually walks. It is not a toy. It is a real research platform that lets you train a brain in a computer simulation and then plug that exact same logic into the physical robot without any extra tweaking. Usually, moving from digital to real life is a nightmare of adjustments, but here, the robot just gets up and starts walking straight away. You can control it with simple Python scripts or let it run on its own tiny computer board.
π @hackernewsgithubprojects
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π¦ yesianrohn/water
Water: The 90% Text Recognition Breakthrough
Water reads the wildest, most chaotic text styles found in real-world signs, stickers, and logos with a precision that used to be impossible. This research project, accepted for a major computer vision conference, stops relying on messy, inconsistent real photos to teach computers how to see. Instead, it builds its own massive, synthetic world of artistic text using over eleven thousand unique fonts and tricky layouts like curved paths and warped perspectives. By feeding this clean, controlled data into a specialized model, it finally breaks through that stubborn ninety percent accuracy barrier on the hardest text benchmarks.
π @hackernewsgithubprojects
Water: The 90% Text Recognition Breakthrough
Water reads the wildest, most chaotic text styles found in real-world signs, stickers, and logos with a precision that used to be impossible. This research project, accepted for a major computer vision conference, stops relying on messy, inconsistent real photos to teach computers how to see. Instead, it builds its own massive, synthetic world of artistic text using over eleven thousand unique fonts and tricky layouts like curved paths and warped perspectives. By feeding this clean, controlled data into a specialized model, it finally breaks through that stubborn ninety percent accuracy barrier on the hardest text benchmarks.
π @hackernewsgithubprojects
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π¦ google/mantis
Mantis: The AI Security Audit Tool
Point an AI agent at your code and let it hunt for bugs. Mantis is a new toolkit from Google that turns standard coding assistants into autonomous security auditors. It does not just guess at problems; it builds a map of your software, finds potential weaknesses, and then actively tries to break its own code to prove the bug is real. Once it confirms the issue, it writes the fix and tests that fix against new attacks. This closed loop means you get verified patches, not just warnings. It is a powerful way to catch security gaps before they reach production.
π @hackernewsgithubprojects
Mantis: The AI Security Audit Tool
Point an AI agent at your code and let it hunt for bugs. Mantis is a new toolkit from Google that turns standard coding assistants into autonomous security auditors. It does not just guess at problems; it builds a map of your software, finds potential weaknesses, and then actively tries to break its own code to prove the bug is real. Once it confirms the issue, it writes the fix and tests that fix against new attacks. This closed loop means you get verified patches, not just warnings. It is a powerful way to catch security gaps before they reach production.
π @hackernewsgithubprojects
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π¦ noizefield/audio-plugin-coder
Audio Plugin Coder: Describe, Don't Code
Audio Plugin Coder lets you build professional audio plugins just by describing them in plain English. The surprising part is that it handles the entire creation process for you, from the initial idea all the way to a finished file you can actually use in your music software. It works by guiding AI coding tools through every step, like designing the interface and writing the sound processing logic, so you do not have to learn complex programming languages first. You simply tell the system what you want, and it builds it on your computer.
π° https://news.ycombinator.com/item?id=49710997
π @hackernewsgithubprojects
Audio Plugin Coder: Describe, Don't Code
Audio Plugin Coder lets you build professional audio plugins just by describing them in plain English. The surprising part is that it handles the entire creation process for you, from the initial idea all the way to a finished file you can actually use in your music software. It works by guiding AI coding tools through every step, like designing the interface and writing the sound processing logic, so you do not have to learn complex programming languages first. You simply tell the system what you want, and it builds it on your computer.
π° https://news.ycombinator.com/item?id=49710997
π @hackernewsgithubprojects
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π¦ filliptm/comfyui-fl-yue2
Compose songs by clicking notes in ComfyUI
A piano roll editor now sits directly inside ComfyUI, letting you click to place notes and drag them to change pitch before rendering full songs. This project plugs the YuE2 music model into the ComfyUI interface, so you can visually draw a melody, add lyrics, and generate forty-eight kilohertz stereo audio from your sketch. It solves the problem of blind text-to-music prompts by giving you precise control over the musical structure before the AI fills in the rest. The editor handles chords, tempo, and sections, turning a blank canvas into a playable score that the model converts into sound.
π @hackernewsgithubprojects
Compose songs by clicking notes in ComfyUI
A piano roll editor now sits directly inside ComfyUI, letting you click to place notes and drag them to change pitch before rendering full songs. This project plugs the YuE2 music model into the ComfyUI interface, so you can visually draw a melody, add lyrics, and generate forty-eight kilohertz stereo audio from your sketch. It solves the problem of blind text-to-music prompts by giving you precise control over the musical structure before the AI fills in the rest. The editor handles chords, tempo, and sections, turning a blank canvas into a playable score that the model converts into sound.
π @hackernewsgithubprojects
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π¦ arnegiacomo/fugleramme
The Vintage Bird Frame
Fugleramme turns your kitchen window into a living museum by displaying real, hand-cut bird illustrations from the eighteen-hundreds. This clever Raspberry Pi project listens to your garden using a microphone and local artificial intelligence to identify exactly which species are singing outside. Instead of showing boring data graphs, it prints a beautiful, textured collage of those specific birds onto an e-ink display, sizing them accurately to reflect their actual body weight. The result is a charming, low-power art piece that changes dynamically as the local wildlife visits your yard. It is a delightful fusion of vintage natural history and modern hardware.
π° https://news.ycombinator.com/item?id=49711544
π @hackernewsgithubprojects
The Vintage Bird Frame
Fugleramme turns your kitchen window into a living museum by displaying real, hand-cut bird illustrations from the eighteen-hundreds. This clever Raspberry Pi project listens to your garden using a microphone and local artificial intelligence to identify exactly which species are singing outside. Instead of showing boring data graphs, it prints a beautiful, textured collage of those specific birds onto an e-ink display, sizing them accurately to reflect their actual body weight. The result is a charming, low-power art piece that changes dynamically as the local wildlife visits your yard. It is a delightful fusion of vintage natural history and modern hardware.
π° https://news.ycombinator.com/item?id=49711544
π @hackernewsgithubprojects
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π¦ newspicel/sdrminusminus
sdrminusminus: The Modular Software Defined Radio
sdrminusminus treats your radio setup like a visual puzzle where you literally plug signal blocks together on a digital canvas. It is a client server system that lets you connect hardware devices, decoders, and displays without writing code, which solves the problem of complex radio software being too rigid for quick experiments. You can leave the heavy server near your antenna and control it from your browser, making it easy to test different setups. The most interesting part is the built in virtual signal generator, which lets you try the whole system without owning any hardware.
π° https://news.ycombinator.com/item?id=49695805
π @hackernewsgithubprojects
sdrminusminus: The Modular Software Defined Radio
sdrminusminus treats your radio setup like a visual puzzle where you literally plug signal blocks together on a digital canvas. It is a client server system that lets you connect hardware devices, decoders, and displays without writing code, which solves the problem of complex radio software being too rigid for quick experiments. You can leave the heavy server near your antenna and control it from your browser, making it easy to test different setups. The most interesting part is the built in virtual signal generator, which lets you try the whole system without owning any hardware.
π° https://news.ycombinator.com/item?id=49695805
π @hackernewsgithubprojects
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π¦ shengshu-ai/turboserve
TurboServe: The AI Video Server That Saves Money
TurboServe is the serving system that finally stops wasting money on idle graphics cards while generating real-time video. When many users stream interactive AI videos at once, the system faces a tricky puzzle: it must keep every frame arriving on time while juggling different session lengths and sudden traffic spikes. TurboServe solves this by constantly moving user sessions between graphics processors and automatically scaling down the hardware when demand drops, rather than keeping every machine running at full power. This smart scheduling cuts both the worst-case delay for a video chunk and the total electricity bill by nearly forty percent compared to standard setups.
π @hackernewsgithubprojects
TurboServe: The AI Video Server That Saves Money
TurboServe is the serving system that finally stops wasting money on idle graphics cards while generating real-time video. When many users stream interactive AI videos at once, the system faces a tricky puzzle: it must keep every frame arriving on time while juggling different session lengths and sudden traffic spikes. TurboServe solves this by constantly moving user sessions between graphics processors and automatically scaling down the hardware when demand drops, rather than keeping every machine running at full power. This smart scheduling cuts both the worst-case delay for a video chunk and the total electricity bill by nearly forty percent compared to standard setups.
π @hackernewsgithubprojects
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π¦ jakeatx/llamampere
LlamAmpere: 90 Tokens Per Second on One GPU
One graphics card pushes out ninety tokens per second even while juggling a hundred thousand tokens of context. LlamAmpere takes the popular Llama dot C plus plus inference engine and tweaks it specifically for Nvidia Ampere chips, like the RTX three thousand ninety. The problem is simple: as a conversation gets longer, the computer has to remember every single word it has ever said, and that memory eats up space and slows everything down. LlamAmpere compresses that memory aggressively without losing quality, and uses the modelβs own draft head to predict words faster.
π @hackernewsgithubprojects
LlamAmpere: 90 Tokens Per Second on One GPU
One graphics card pushes out ninety tokens per second even while juggling a hundred thousand tokens of context. LlamAmpere takes the popular Llama dot C plus plus inference engine and tweaks it specifically for Nvidia Ampere chips, like the RTX three thousand ninety. The problem is simple: as a conversation gets longer, the computer has to remember every single word it has ever said, and that memory eats up space and slows everything down. LlamAmpere compresses that memory aggressively without losing quality, and uses the modelβs own draft head to predict words faster.
π @hackernewsgithubprojects
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π¦ mystikolab/rustcast
RustCast: The Open Source Spotlight Alternative
RustCast is the open-source launcher that puts your entire computer at your fingertips, built entirely in Rust for speed. If you have used a command bar to quickly open apps or run calculations, this is the free, customizable version that lives in your menu bar. The single most impressive thing it does is window tiling, meaning you can snap any window to specific screen positions using a simple hotkey, which is usually a paid feature in other tools. It handles clipboard history, math, and file search with a snappy feel that proves Rust is a serious contender for desktop apps.
π° https://news.ycombinator.com/item?id=49713307
π @hackernewsgithubprojects
RustCast: The Open Source Spotlight Alternative
RustCast is the open-source launcher that puts your entire computer at your fingertips, built entirely in Rust for speed. If you have used a command bar to quickly open apps or run calculations, this is the free, customizable version that lives in your menu bar. The single most impressive thing it does is window tiling, meaning you can snap any window to specific screen positions using a simple hotkey, which is usually a paid feature in other tools. It handles clipboard history, math, and file search with a snappy feel that proves Rust is a serious contender for desktop apps.
π° https://news.ycombinator.com/item?id=49713307
π @hackernewsgithubprojects
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π¦ joaquinruiz/specjudge
SpecJudge: Pick the right AI model
SpecJudge is the command-line tool that stops you from wasting money on the wrong AI model. You know how picking the right model usually feels like a guess? This fixes that. It reads the plan and specs you already wrote for your project, then uses a small AI running entirely on your own computer to figure out exactly how hard the work is. It compares that difficulty against every model you have access to, checking real prices and capabilities. The coolest part is that it demands proof.
π° https://news.ycombinator.com/item?id=49206759
π @hackernewsgithubprojects
SpecJudge: Pick the right AI model
SpecJudge is the command-line tool that stops you from wasting money on the wrong AI model. You know how picking the right model usually feels like a guess? This fixes that. It reads the plan and specs you already wrote for your project, then uses a small AI running entirely on your own computer to figure out exactly how hard the work is. It compares that difficulty against every model you have access to, checking real prices and capabilities. The coolest part is that it demands proof.
π° https://news.ycombinator.com/item?id=49206759
π @hackernewsgithubprojects
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π¦ ethanplusai/jarvis
JARVIS: Your Mac's New Voice Assistant
JARVIS turns your Mac into a talking partner that actually builds software for you using the Claude Code you already pay for. Instead of typing commands, you simply talk to your computer, and it answers out loud, walking through your ideas with you until you settle on a plan. Once you agree, it writes the design down as a file, then kicks off a real coding session to handle the heavy lifting.
π° https://news.ycombinator.com/item?id=49714089
π @hackernewsgithubprojects
JARVIS: Your Mac's New Voice Assistant
JARVIS turns your Mac into a talking partner that actually builds software for you using the Claude Code you already pay for. Instead of typing commands, you simply talk to your computer, and it answers out loud, walking through your ideas with you until you settle on a plan. Once you agree, it writes the design down as a file, then kicks off a real coding session to handle the heavy lifting.
π° https://news.ycombinator.com/item?id=49714089
π @hackernewsgithubprojects
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π¦ opentradeoss/opentrade
OpenTrade: The AI Trading Harness
OpenTrade is the trading harness that lets artificial intelligence agents place real stock orders on your behalf. Instead of you clicking buttons, this Mac application connects to a Robinhood account and allows coding agents to monitor markets and execute trades autonomously. The standout feature is its safety layer, which lets you set strict limits and requires you to manually approve specific moves before money changes hands. It also keeps these agents working in the background, even when you close the app window. If you are curious about how code can manage a portfolio, this project is a fascinating look at that future.
π @hackernewsgithubprojects
OpenTrade: The AI Trading Harness
OpenTrade is the trading harness that lets artificial intelligence agents place real stock orders on your behalf. Instead of you clicking buttons, this Mac application connects to a Robinhood account and allows coding agents to monitor markets and execute trades autonomously. The standout feature is its safety layer, which lets you set strict limits and requires you to manually approve specific moves before money changes hands. It also keeps these agents working in the background, even when you close the app window. If you are curious about how code can manage a portfolio, this project is a fascinating look at that future.
π @hackernewsgithubprojects
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π¦ stackonehq/defender
Defender: The AI Shield That Blocks Hidden Attacks
Defender is the open source shield that catches hidden attacks before your AI agent can be tricked. When your software reads emails or documents, malicious text can hide inside to command the AI to do something bad. Defender uses a tiny, fast brain to scan every line, finding and removing these traps in less than ten milliseconds. It runs right on your computer without needing expensive hardware, keeping your data safe while staying incredibly quick. It is the invisible guardrail that ensures your tools only follow your real instructions. If you build with AI, this is the safety net you need.
π° https://news.ycombinator.com/item?id=49714872
π @hackernewsgithubprojects
Defender: The AI Shield That Blocks Hidden Attacks
Defender is the open source shield that catches hidden attacks before your AI agent can be tricked. When your software reads emails or documents, malicious text can hide inside to command the AI to do something bad. Defender uses a tiny, fast brain to scan every line, finding and removing these traps in less than ten milliseconds. It runs right on your computer without needing expensive hardware, keeping your data safe while staying incredibly quick. It is the invisible guardrail that ensures your tools only follow your real instructions. If you build with AI, this is the safety net you need.
π° https://news.ycombinator.com/item?id=49714872
π @hackernewsgithubprojects
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π¦ aydinadnan/pulsevad
PulseVAD: The Voice Detector That Fits in 2 Kilobytes
A neural network that detects human speech now fits inside two kilobytes of memory. PulseVAD is a voice activity detector so small that it runs directly on cheap microcontrollers and Arduino boards, solving the problem of powering real-time audio tools on devices with almost no processing power. By compressing a standard voice detection model into a tiny, standalone C file, it allows developers to build offline, battery-friendly voice assistants without needing a cloud connection or a powerful computer. You now have a practical, low-cost path to adding smart voice detection to any embedded hardware project, proving that advanced AI can run on surprisingly modest hardware.
π @hackernewsgithubprojects
PulseVAD: The Voice Detector That Fits in 2 Kilobytes
A neural network that detects human speech now fits inside two kilobytes of memory. PulseVAD is a voice activity detector so small that it runs directly on cheap microcontrollers and Arduino boards, solving the problem of powering real-time audio tools on devices with almost no processing power. By compressing a standard voice detection model into a tiny, standalone C file, it allows developers to build offline, battery-friendly voice assistants without needing a cloud connection or a powerful computer. You now have a practical, low-cost path to adding smart voice detection to any embedded hardware project, proving that advanced AI can run on surprisingly modest hardware.
π @hackernewsgithubprojects
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π¦ acryldev/acryl
ACRYL Keeps Your Code Context Alive
Keep your coding work alive even when you switch tools. ACRYL builds a persistent workspace that holds your project context, tasks, and files steady while you swap out different coding agents. Instead of losing your place every time you change software, the environment stays exactly the same. One agent can start a task, and another can finish it later without confusion. This setup solves the problem of losing momentum when switching tools. It gives you a stable foundation for your work. The result is a smoother development flow. Your project remains consistent no matter who is working on it.
π @hackernewsgithubprojects
ACRYL Keeps Your Code Context Alive
Keep your coding work alive even when you switch tools. ACRYL builds a persistent workspace that holds your project context, tasks, and files steady while you swap out different coding agents. Instead of losing your place every time you change software, the environment stays exactly the same. One agent can start a task, and another can finish it later without confusion. This setup solves the problem of losing momentum when switching tools. It gives you a stable foundation for your work. The result is a smoother development flow. Your project remains consistent no matter who is working on it.
π @hackernewsgithubprojects
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π¦ feitangyuan/motion-web
motion web: The Physics Engine for Web Motion
Design web interfaces where movement behaves like physical objects. Motion web is a creative engineering toolkit that treats animation as the core material of a website, not just decoration. It uses real spring and damping physics to make elements bounce, sag, and settle with genuine weight and momentum. The standout feature is a string clock where the hands drape like loose rope, yet the tip stays perfectly accurate. This project comes with seven interactive examples and an automated verification system that mathematically proves every interaction works as intended. It stops the production of stiff, plastic looking web animations.
π @hackernewsgithubprojects
motion web: The Physics Engine for Web Motion
Design web interfaces where movement behaves like physical objects. Motion web is a creative engineering toolkit that treats animation as the core material of a website, not just decoration. It uses real spring and damping physics to make elements bounce, sag, and settle with genuine weight and momentum. The standout feature is a string clock where the hands drape like loose rope, yet the tip stays perfectly accurate. This project comes with seven interactive examples and an automated verification system that mathematically proves every interaction works as intended. It stops the production of stiff, plastic looking web animations.
π @hackernewsgithubprojects
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π¦ tigerless-labs/seo-ops
seo-ops: The No-Nonsense SEO Checker
You can check your entire website's technical health without writing a single line of code or hiring an SEO consultant. A tool called seo-ops works like a digital health check for your site, running twenty-six specific structural tests to see if search engines can actually find and read your pages. Itβs completely deterministic, meaning it uses plain logic rather than AI to check things like your sitemap and metadata. This ensures every developer gets the exact same result every single time, removing the guesswork from your workflow.
π @hackernewsgithubprojects
seo-ops: The No-Nonsense SEO Checker
You can check your entire website's technical health without writing a single line of code or hiring an SEO consultant. A tool called seo-ops works like a digital health check for your site, running twenty-six specific structural tests to see if search engines can actually find and read your pages. Itβs completely deterministic, meaning it uses plain logic rather than AI to check things like your sitemap and metadata. This ensures every developer gets the exact same result every single time, removing the guesswork from your workflow.
π @hackernewsgithubprojects
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π¦ lok-i/orcs
ORCS: Train Humanoid Robots to Move Like Humans
ORCS lets researchers teach humanoid robots to perform complex physical tasks like dodging a ball or walking over rough terrain without falling. Instead of building a brain from scratch, it takes a pre-trained robot controller and fine-tunes it with extra sensory information, such as scanning the ground or tracking an object. This approach is surprisingly effective because it allows the robot to adapt its movements to real-world conditions while keeping the core balance stable. The toolkit handles everything from data preparation to training, making it much easier to experiment with advanced robot behaviors.
π @hackernewsgithubprojects
ORCS: Train Humanoid Robots to Move Like Humans
ORCS lets researchers teach humanoid robots to perform complex physical tasks like dodging a ball or walking over rough terrain without falling. Instead of building a brain from scratch, it takes a pre-trained robot controller and fine-tunes it with extra sensory information, such as scanning the ground or tracking an object. This approach is surprisingly effective because it allows the robot to adapt its movements to real-world conditions while keeping the core balance stable. The toolkit handles everything from data preparation to training, making it much easier to experiment with advanced robot behaviors.
π @hackernewsgithubprojects