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π¦ auburn/fastnoise2
How FastNoise2 Draws Realistic Terrain
FastNoise2 is the noise library that actually draws realistic terrain. It solves the slow and memory-heavy problem of creating procedural landscapes by letting you connect different noise types in a visual graph. Instead of calculating each layer separately, it fuses the entire process so your computer processes every value in one fast pass. This means you can generate massive, detailed heightmaps almost instantly without eating up your system resources. It is the perfect tool for game developers who need those jagged, natural-looking mountains and valleys without manually sculpting every single hill. If you want to create procedural worlds that look hand-crafted, this is the engine that makes it possible.
π @hackernewsgithubprojects
How FastNoise2 Draws Realistic Terrain
FastNoise2 is the noise library that actually draws realistic terrain. It solves the slow and memory-heavy problem of creating procedural landscapes by letting you connect different noise types in a visual graph. Instead of calculating each layer separately, it fuses the entire process so your computer processes every value in one fast pass. This means you can generate massive, detailed heightmaps almost instantly without eating up your system resources. It is the perfect tool for game developers who need those jagged, natural-looking mountains and valleys without manually sculpting every single hill. If you want to create procedural worlds that look hand-crafted, this is the engine that makes it possible.
π @hackernewsgithubprojects
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π¦ whoahaow/rjsxrd
rjsxrd: The Auto-Updating VPN Vault
Bypass stubborn network blocks without hunting for fresh servers every time. rjsxrd automatically gathers, verifies, and publishes a constantly updated collection of public VPN configurations. It filters out weak or insecure settings, tests every connection for speed, and sorts them so the fastest options appear first. This saves you from the tedious task of manually checking dead links or slow nodes, giving you a reliable, ready-to-use list of secure routes that refreshes hourly. Just import the file into your client and pick the top result to get online instantly. It turns a chaotic search for working proxies into a simple, automated check that keeps your connection fast and secure.
π @hackernewsgithubprojects
rjsxrd: The Auto-Updating VPN Vault
Bypass stubborn network blocks without hunting for fresh servers every time. rjsxrd automatically gathers, verifies, and publishes a constantly updated collection of public VPN configurations. It filters out weak or insecure settings, tests every connection for speed, and sorts them so the fastest options appear first. This saves you from the tedious task of manually checking dead links or slow nodes, giving you a reliable, ready-to-use list of secure routes that refreshes hourly. Just import the file into your client and pick the top result to get online instantly. It turns a chaotic search for working proxies into a simple, automated check that keeps your connection fast and secure.
π @hackernewsgithubprojects
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π¦ opents-developers/opents
The open source engine behind Tiberian Sun
A small group of developers has rebuilt the entire engine of Command and Conquer Tiberian Sun from scratch, creating a modern open source replacement for the original game code. This project, called OpenTS, does not just patch the old files; it reconstructs the underlying system so it runs as a standalone program while preserving every bit of the original gameplay. It supports modern displays and remains faithful to the classic experience, serving both players and modders. The code is fully available for anyone to study, fix, or extend. This is a rare example of a community taking a beloved classic and giving it a new life without changing its soul.
π @hackernewsgithubprojects
The open source engine behind Tiberian Sun
A small group of developers has rebuilt the entire engine of Command and Conquer Tiberian Sun from scratch, creating a modern open source replacement for the original game code. This project, called OpenTS, does not just patch the old files; it reconstructs the underlying system so it runs as a standalone program while preserving every bit of the original gameplay. It supports modern displays and remains faithful to the classic experience, serving both players and modders. The code is fully available for anyone to study, fix, or extend. This is a rare example of a community taking a beloved classic and giving it a new life without changing its soul.
π @hackernewsgithubprojects
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π¦ ccch1mneyyy/dsh-go
dsh-go
Shrink the entire DeepSeek chat harness into your pocket. dsh-go is an unofficial Android app that lets you run the AI locally on your phone or control your computer remotely from it. Itβs built in Flutter and Kotlin, meaning itβs fast and native. The coolest part? It has a little virtual pet that floats on your screen, reacting to your chats. Itβs like having a tiny digital buddy on your lock screen. The developer packed in voice input, file handling, and even a way to automate your desktop tasks. Itβs messy, itβs experimental, but itβs incredibly cool for anyone who wants their AI to travel with them.
π @hackernewsgithubprojects
dsh-go
Shrink the entire DeepSeek chat harness into your pocket. dsh-go is an unofficial Android app that lets you run the AI locally on your phone or control your computer remotely from it. Itβs built in Flutter and Kotlin, meaning itβs fast and native. The coolest part? It has a little virtual pet that floats on your screen, reacting to your chats. Itβs like having a tiny digital buddy on your lock screen. The developer packed in voice input, file handling, and even a way to automate your desktop tasks. Itβs messy, itβs experimental, but itβs incredibly cool for anyone who wants their AI to travel with them.
π @hackernewsgithubprojects
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π¦ paipiange/nvzhuang
Nvzhuang: AI Virtual Try-On
One thousand four hundred and seven distinct outfits, searchable in both English and Chinese, make up the core of Nvzhuang. It is not just a static folder of pictures, though. It is a complete website where you can type in what you want to see and get results instantly. The real fun starts when you connect your own artificial intelligence keys. You can pick a look from the archive and generate a new image where a virtual model wears it. It handles everything from spring dresses to winter coats. You can plug in models from OpenAI, Gemini, or even custom servers.
π @hackernewsgithubprojects
Nvzhuang: AI Virtual Try-On
One thousand four hundred and seven distinct outfits, searchable in both English and Chinese, make up the core of Nvzhuang. It is not just a static folder of pictures, though. It is a complete website where you can type in what you want to see and get results instantly. The real fun starts when you connect your own artificial intelligence keys. You can pick a look from the archive and generate a new image where a virtual model wears it. It handles everything from spring dresses to winter coats. You can plug in models from OpenAI, Gemini, or even custom servers.
π @hackernewsgithubprojects
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π¦ tettethu/vibegame
VibeGame: Prompt-to-Game with AI
VibeGame turns plain text prompts into fully playable two-dimensional browser games using a team of specialized artificial intelligence agents. Instead of writing code, you simply describe the game you want, and a digital architect, artist, and programmer collaborate to build it on the fly. This solves the problem of needing a full development team to bring a creative idea to life. It is useful because it lowers the barrier to game creation, allowing anyone to prototype and test their dream game instantly without technical friction. The most surprising aspect is how these agents self-evolve, learning from the process to improve the final product.
π @hackernewsgithubprojects
VibeGame: Prompt-to-Game with AI
VibeGame turns plain text prompts into fully playable two-dimensional browser games using a team of specialized artificial intelligence agents. Instead of writing code, you simply describe the game you want, and a digital architect, artist, and programmer collaborate to build it on the fly. This solves the problem of needing a full development team to bring a creative idea to life. It is useful because it lowers the barrier to game creation, allowing anyone to prototype and test their dream game instantly without technical friction. The most surprising aspect is how these agents self-evolve, learning from the process to improve the final product.
π @hackernewsgithubprojects
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π¦ olcayseygan/cncgeneralszh-reforged
Zero Hour Reforged: The 2003 Classic, Fixed
Turn a twenty-year-old strategy game into a modern, bug-free powerhouse. Zero Hour Reforged takes the raw code Electronic Arts released and rebuilds it from the ground up. The most impressive part? It fixes about sixty original bugs and gives you a computer opponent that actually builds a base and plays without cheating. It runs smooth on modern graphics and runs on Mac or Linux too. If you loved the classic but hated the glitches, this is the definitive fix. It is finally ready to play.
π @hackernewsgithubprojects
Zero Hour Reforged: The 2003 Classic, Fixed
Turn a twenty-year-old strategy game into a modern, bug-free powerhouse. Zero Hour Reforged takes the raw code Electronic Arts released and rebuilds it from the ground up. The most impressive part? It fixes about sixty original bugs and gives you a computer opponent that actually builds a base and plays without cheating. It runs smooth on modern graphics and runs on Mac or Linux too. If you loved the classic but hated the glitches, this is the definitive fix. It is finally ready to play.
π @hackernewsgithubprojects
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π¦ wangzan101/mika
Mika: The AI That Drives Your Phone
Mika runs an AI agent directly on your Android phone that physically clicks, types, and scrolls through apps and websites to finish tasks for you. Instead of just chatting, it uses accessibility services to see what is on the screen and perform actions, acting like a helpful digital employee right in your pocket. This is interesting because it moves complex automation off the cloud and onto your device, keeping your data private while still letting the AI get things done. It turns your phone into an active assistant that actually operates software, not just one that gives advice.
π @hackernewsgithubprojects
Mika: The AI That Drives Your Phone
Mika runs an AI agent directly on your Android phone that physically clicks, types, and scrolls through apps and websites to finish tasks for you. Instead of just chatting, it uses accessibility services to see what is on the screen and perform actions, acting like a helpful digital employee right in your pocket. This is interesting because it moves complex automation off the cloud and onto your device, keeping your data private while still letting the AI get things done. It turns your phone into an active assistant that actually operates software, not just one that gives advice.
π @hackernewsgithubprojects
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π¦ sleepy-zone/ai-ref-library-cn
AI δ½εΎη΄ ζεΊ
ai-ref-library-cn is the Chinese browser tool that makes AI character consistency actually work. The biggest problem with generating images is that text prompts are unstable. If you describe a pose or outfit in words, the model guesses differently every single time, changing the details you care about. This project fixes that by letting you pick specific reference images for faces, poses, and clothes instead of typing descriptions. You just select your three pictures, copy the auto-generated command, and paste it into your AI tool. The image does the describing for you. It turns a frustrating guessing game into a precise, repeatable creative process.
π @hackernewsgithubprojects
AI δ½εΎη΄ ζεΊ
ai-ref-library-cn is the Chinese browser tool that makes AI character consistency actually work. The biggest problem with generating images is that text prompts are unstable. If you describe a pose or outfit in words, the model guesses differently every single time, changing the details you care about. This project fixes that by letting you pick specific reference images for faces, poses, and clothes instead of typing descriptions. You just select your three pictures, copy the auto-generated command, and paste it into your AI tool. The image does the describing for you. It turns a frustrating guessing game into a precise, repeatable creative process.
π @hackernewsgithubprojects
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π¦ crisnahine/rails-ai-context
Stop AI From Guessing Your Rails App
Stop your coding agent from guessing your Rails app. This project, rails-ai-context, solves the biggest headache in AI coding: the lack of context. Instead of making up database columns or guessing how your models connect, it hands the AI thirty-five specific tools to read the truth directly from your code. It pulls real data from your schema, routes, and controllers so the assistant knows exactly what you have, not what it thinks you have. The coolest part? It works even when your app won't boot, keeping your AI assistant in the loop during debugging. No more hallucinated code, just accurate, grounded help for your specific project.
π @hackernewsgithubprojects
Stop AI From Guessing Your Rails App
Stop your coding agent from guessing your Rails app. This project, rails-ai-context, solves the biggest headache in AI coding: the lack of context. Instead of making up database columns or guessing how your models connect, it hands the AI thirty-five specific tools to read the truth directly from your code. It pulls real data from your schema, routes, and controllers so the assistant knows exactly what you have, not what it thinks you have. The coolest part? It works even when your app won't boot, keeping your AI assistant in the loop during debugging. No more hallucinated code, just accurate, grounded help for your specific project.
π @hackernewsgithubprojects
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π¦ nutlope/bygga
Bygga: 3D IKEA Assembly Guides
Stop staring at confusing IKEA paper manuals. Bygga transforms flat assembly instructions into interactive, three-dimensional guides that look exactly like the official drawings. Type in your product name, and the app animates every single step, showing you precisely where each piece fits. But here is the real kicker. You can just scan any paper manual with your phone. The app uses artificial intelligence to read that physical instruction sheet and instantly converts it into those smooth, visual walkthroughs. It turns a stressful furniture build into a simple, visual puzzle you can actually follow. No more guessing which way the screw goes.
π @hackernewsgithubprojects
Bygga: 3D IKEA Assembly Guides
Stop staring at confusing IKEA paper manuals. Bygga transforms flat assembly instructions into interactive, three-dimensional guides that look exactly like the official drawings. Type in your product name, and the app animates every single step, showing you precisely where each piece fits. But here is the real kicker. You can just scan any paper manual with your phone. The app uses artificial intelligence to read that physical instruction sheet and instantly converts it into those smooth, visual walkthroughs. It turns a stressful furniture build into a simple, visual puzzle you can actually follow. No more guessing which way the screw goes.
π @hackernewsgithubprojects
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π¦ lovisdotio/video-to-game
Video to Game: AI Creates Playable 3D Games
Video to Game turns a ten second gameplay clip into a fully playable browser game. The system uses an AI to analyze the video frame by frame, generating all the necessary art, models, and sounds to match the original footage. The agent then writes the code to build the game and even plays it to verify it works. This solves the problem of agents creating games with poor visuals by letting a video model design the look first. It is a neat way to see how AI can handle the entire pipeline from concept to a real, playable experience.
π @hackernewsgithubprojects
Video to Game: AI Creates Playable 3D Games
Video to Game turns a ten second gameplay clip into a fully playable browser game. The system uses an AI to analyze the video frame by frame, generating all the necessary art, models, and sounds to match the original footage. The agent then writes the code to build the game and even plays it to verify it works. This solves the problem of agents creating games with poor visuals by letting a video model design the look first. It is a neat way to see how AI can handle the entire pipeline from concept to a real, playable experience.
π @hackernewsgithubprojects
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π¦ tmcleroy/cps2recomp
CPS-2 Recomp: Native Arcade Ports
CPS-2 Recomp is the arcade collection that turns retro fighting games into native PC programs. Instead of using an emulator to mimic old hardware, this project rewrites the actual game code in C++ so it runs directly on your computer. It includes titles like Street Fighter Alpha 2 and Vampire Savior, all inside one handy launcher for Mac, Linux, Windows, and the Steam Deck. The coolest part is the full training mode, giving you hit boxes and frame data so you can practice your combos without guessing.
π @hackernewsgithubprojects
CPS-2 Recomp: Native Arcade Ports
CPS-2 Recomp is the arcade collection that turns retro fighting games into native PC programs. Instead of using an emulator to mimic old hardware, this project rewrites the actual game code in C++ so it runs directly on your computer. It includes titles like Street Fighter Alpha 2 and Vampire Savior, all inside one handy launcher for Mac, Linux, Windows, and the Steam Deck. The coolest part is the full training mode, giving you hit boxes and frame data so you can practice your combos without guessing.
π @hackernewsgithubprojects
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π¦ emmilco/us-tax-model
us-tax-model: Your Taxes, Verifiable by Machine
us-tax-model is the open-source project that turns federal tax forms into machine-checkable data so anyone can verify the math. Instead of trusting black-box software, it encodes every IRS instruction as simple, cited rules that computers can audit line by line. The coolest part is a guided interview that walks you through your return, calculates your refund, and shows you exactly where every number comes from, all without sending your private data to the cloud. Itβs a rare piece of software that prioritizes your right to understand your taxes. If you want to see how your money is actually calculated, this is the tool to watch.
π° https://news.ycombinator.com/item?id=50278678
π @hackernewsgithubprojects
us-tax-model: Your Taxes, Verifiable by Machine
us-tax-model is the open-source project that turns federal tax forms into machine-checkable data so anyone can verify the math. Instead of trusting black-box software, it encodes every IRS instruction as simple, cited rules that computers can audit line by line. The coolest part is a guided interview that walks you through your return, calculates your refund, and shows you exactly where every number comes from, all without sending your private data to the cloud. Itβs a rare piece of software that prioritizes your right to understand your taxes. If you want to see how your money is actually calculated, this is the tool to watch.
π° https://news.ycombinator.com/item?id=50278678
π @hackernewsgithubprojects
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π¦ benderandrew069/deepseek-api-pricing-2026
DeepSeek API Pricing 2026
DeepSeek API Pricing 2026 is the cost calculator that finally breaks down your bill by cache hits and peak hours. It solves the guessing game of API budgets by showing exactly how much you save when your prompts hit the cache versus when they miss, and how much more you pay during specific daytime windows. The surprising part is that output tokens often cost more than all input combined, so controlling length matters more than just hoping for a cache hit. This guide gives you a simple formula and real numbers to build a low, base, and high budget case before you commit.
π @hackernewsgithubprojects
DeepSeek API Pricing 2026
DeepSeek API Pricing 2026 is the cost calculator that finally breaks down your bill by cache hits and peak hours. It solves the guessing game of API budgets by showing exactly how much you save when your prompts hit the cache versus when they miss, and how much more you pay during specific daytime windows. The surprising part is that output tokens often cost more than all input combined, so controlling length matters more than just hoping for a cache hit. This guide gives you a simple formula and real numbers to build a low, base, and high budget case before you commit.
π @hackernewsgithubprojects
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π¦ muse-ai-lab/remcts
ReMCTS: The AI That Learns From Its Own Mistakes
A computer program that can actually look at its own code, spot where it broke, and fix it without you telling it exactly what to change. That is the core trick behind ReMCTS. It stops treating code generation as a single, lucky guess. Instead, it builds a tree of possible solutions, runs every branch, and turns the failures into specific lessons. These lessons get stored and shared so the next branch does not make the same mistake. It is like having a pair of eyes that never gets tired of checking your work.
π @hackernewsgithubprojects
ReMCTS: The AI That Learns From Its Own Mistakes
A computer program that can actually look at its own code, spot where it broke, and fix it without you telling it exactly what to change. That is the core trick behind ReMCTS. It stops treating code generation as a single, lucky guess. Instead, it builds a tree of possible solutions, runs every branch, and turns the failures into specific lessons. These lessons get stored and shared so the next branch does not make the same mistake. It is like having a pair of eyes that never gets tired of checking your work.
π @hackernewsgithubprojects
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π¦ muse-ai-lab/concept-brittleness
Concept Brittleness: Fixing AI's Blind Spots
Text-to-image models often ignore style prompts for specific objects, turning grapes into sketches while leaving cakes in full color, regardless of the seed. Concept Brittleness exposes these systematic blind spots rather than random errors. The project uses sparse autoencoders at every denoising step to separate abstract style concepts from object details. By comparing successful and failed generations, it locates missing dimensions and repairs them at inference time by nudging features toward a class-level prototype. This approach fixes failures without retraining the model. The takeaway is that AI style consistency can be diagnosed and corrected on the fly by understanding how concepts fail internally.
π @hackernewsgithubprojects
Concept Brittleness: Fixing AI's Blind Spots
Text-to-image models often ignore style prompts for specific objects, turning grapes into sketches while leaving cakes in full color, regardless of the seed. Concept Brittleness exposes these systematic blind spots rather than random errors. The project uses sparse autoencoders at every denoising step to separate abstract style concepts from object details. By comparing successful and failed generations, it locates missing dimensions and repairs them at inference time by nudging features toward a class-level prototype. This approach fixes failures without retraining the model. The takeaway is that AI style consistency can be diagnosed and corrected on the fly by understanding how concepts fail internally.
π @hackernewsgithubprojects
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π¦ muse-ai-lab/statetrack
Why AI Forgets Your Rules
A chatbot can repeat your rules back to you and still ignore them in the next sentence. Researchers at Shenzhen University identified this specific glitch, which they call state integrity collapse. It is not simple forgetting. The model clearly remembers the constraint, but it stops applying it to the task at hand. They built a benchmark called StateTrack to prove this happens in nearly ninety percent of errors. By testing long conversations, they showed that giving the model more memory does not fix the problem. This finding matters because it reveals a deep flaw in how language models maintain instructions.
π @hackernewsgithubprojects
Why AI Forgets Your Rules
A chatbot can repeat your rules back to you and still ignore them in the next sentence. Researchers at Shenzhen University identified this specific glitch, which they call state integrity collapse. It is not simple forgetting. The model clearly remembers the constraint, but it stops applying it to the task at hand. They built a benchmark called StateTrack to prove this happens in nearly ninety percent of errors. By testing long conversations, they showed that giving the model more memory does not fix the problem. This finding matters because it reveals a deep flaw in how language models maintain instructions.
π @hackernewsgithubprojects
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π¦ 10291124jcjc-dotcom/ai-anime-series
AI Anime Series: One Sentence, One Episode
AI Anime Series is the creative workflow that turns a single sentence into a full thirty second animated episode. It is a complete open source system where you define a few original characters once and then use an AI assistant to write the script, build the visual storyboard, and generate the final video in one go. The most surprising part is how little effort it takes to start a recurring show. You simply describe the theme for the day and the system handles the complex prompts and timing to produce a coherent short film.
π @hackernewsgithubprojects
AI Anime Series: One Sentence, One Episode
AI Anime Series is the creative workflow that turns a single sentence into a full thirty second animated episode. It is a complete open source system where you define a few original characters once and then use an AI assistant to write the script, build the visual storyboard, and generate the final video in one go. The most surprising part is how little effort it takes to start a recurring show. You simply describe the theme for the day and the system handles the complex prompts and timing to produce a coherent short film.
π @hackernewsgithubprojects
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π¦ opentubex/opentubex
OpenTubeX: Private Video Streaming
Get your video streaming experience back without the tracking. OpenTubeX is a desktop and mobile app that lets you watch YouTube and thousands of other sites using the privacy-focused yt-dlp tool, so you never need to install heavy browser extensions or worry about your watch history being sold. It handles the tricky technical lifting to fetch video files directly, giving you a clean interface where you control exactly what gets downloaded and how it plays. The killer feature is the Sponsor Block integration, which automatically skips ads and irrelevant segments before you even press play.
π @hackernewsgithubprojects
OpenTubeX: Private Video Streaming
Get your video streaming experience back without the tracking. OpenTubeX is a desktop and mobile app that lets you watch YouTube and thousands of other sites using the privacy-focused yt-dlp tool, so you never need to install heavy browser extensions or worry about your watch history being sold. It handles the tricky technical lifting to fetch video files directly, giving you a clean interface where you control exactly what gets downloaded and how it plays. The killer feature is the Sponsor Block integration, which automatically skips ads and irrelevant segments before you even press play.
π @hackernewsgithubprojects
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π¦ thehotwireclub/hotwire_club-skills
Hotwire Club Skills: The Secret to Smarter AI Web Coding
Hotwire Club Skills is the skill set that finally makes your AI coding assistant fluent in modern web development. It takes years of hard-won lessons from the Hotwire Club community and packages them into simple, ready-to-use instructions for tools like Claude Code. Instead of letting your AI guess how to handle tricky browser behaviors, you give it these specific playbooks. For example, it now knows exactly how to build a search bar that updates results as you type without reloading the whole page. It turns vague prompts into precise, working code. If you build web apps with Turbo, this is your cheat code.
π @hackernewsgithubprojects
Hotwire Club Skills: The Secret to Smarter AI Web Coding
Hotwire Club Skills is the skill set that finally makes your AI coding assistant fluent in modern web development. It takes years of hard-won lessons from the Hotwire Club community and packages them into simple, ready-to-use instructions for tools like Claude Code. Instead of letting your AI guess how to handle tricky browser behaviors, you give it these specific playbooks. For example, it now knows exactly how to build a search bar that updates results as you type without reloading the whole page. It turns vague prompts into precise, working code. If you build web apps with Turbo, this is your cheat code.
π @hackernewsgithubprojects