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π¦ getbusbar/busbar
Busbar: The AI Traffic Cop
Intercept every AI request to control exactly where your data goes. Busbar is a tiny, self-hosted checkpoint that sits between your apps and AI models. It looks like a simple switch, but it acts as a strict bouncer for your infrastructure. You set the rules for spending, routing, and safety, and it enforces them instantly. The coolest part is that it handles all the messy translation between different AI providers automatically. So your code stays clean, while the system quietly fixes broken connections behind the scenes. It is fast, cheap to run, and keeps your secrets safe.
π° https://news.ycombinator.com/item?id=49833885
π @hackernewsgithubprojects
Busbar: The AI Traffic Cop
Intercept every AI request to control exactly where your data goes. Busbar is a tiny, self-hosted checkpoint that sits between your apps and AI models. It looks like a simple switch, but it acts as a strict bouncer for your infrastructure. You set the rules for spending, routing, and safety, and it enforces them instantly. The coolest part is that it handles all the messy translation between different AI providers automatically. So your code stays clean, while the system quietly fixes broken connections behind the scenes. It is fast, cheap to run, and keeps your secrets safe.
π° https://news.ycombinator.com/item?id=49833885
π @hackernewsgithubprojects
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π¦ devdotfast/whiteboard
Whiteboard: Visual Code Reviews
Whiteboard is the open source editor that finally makes visual code reviews feel natural. Instead of staring at walls of text, your coding agent draws flow diagrams right next to the code it writes, so you can see the logic before you approve it. You can click any part of that diagram to jump straight to the underlying file, which is a massive help when trying to verify complex changes. It even filters out the noisy bits of a diff so you only look at what actually matters. This turns a stressful check into a collaborative sketch session.
π° https://news.ycombinator.com/item?id=49833867
π @hackernewsgithubprojects
Whiteboard: Visual Code Reviews
Whiteboard is the open source editor that finally makes visual code reviews feel natural. Instead of staring at walls of text, your coding agent draws flow diagrams right next to the code it writes, so you can see the logic before you approve it. You can click any part of that diagram to jump straight to the underlying file, which is a massive help when trying to verify complex changes. It even filters out the noisy bits of a diff so you only look at what actually matters. This turns a stressful check into a collaborative sketch session.
π° https://news.ycombinator.com/item?id=49833867
π @hackernewsgithubprojects
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π¦ akashpriyadarshii/jev-curate
Jev Curate: Sifting Trillions of Data Rows
Jev Curate filters massive datasets to find high-quality training data for AI models. It streams through millions of rows in Parquet or JSONL files, using a specialized model to check for logical flaws like circular reasoning or hallucinations. Unlike generic keyword filters, it applies precise, typed judgments to ensure every kept row is mathematically sound and free of robotic fluff. This tool turns raw, noisy corpora into clean, verified datasets, making it far cheaper and faster to build reliable machine learning models. If you are building the next generation of reasoning systems, this is the practical way to get your data right.
π @hackernewsgithubprojects
Jev Curate: Sifting Trillions of Data Rows
Jev Curate filters massive datasets to find high-quality training data for AI models. It streams through millions of rows in Parquet or JSONL files, using a specialized model to check for logical flaws like circular reasoning or hallucinations. Unlike generic keyword filters, it applies precise, typed judgments to ensure every kept row is mathematically sound and free of robotic fluff. This tool turns raw, noisy corpora into clean, verified datasets, making it far cheaper and faster to build reliable machine learning models. If you are building the next generation of reasoning systems, this is the practical way to get your data right.
π @hackernewsgithubprojects
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π¦ apple-aiml-research/ml-lensvlm
LensVLM: The AI That Only Reads What It Needs
LensVLM is a nine-billion parameter model that solves the headache of processing massive documents without burning through your computer's memory. Instead of reading every single word, it scans low-resolution thumbnails of your pages and uses a tool to zoom in on only the specific text it needs to answer your question. It is essentially like a very focused librarian who only pulls the book from the shelf when absolutely necessary. This approach keeps the model fast and efficient while still finding deep details buried in long reports. If you are working with heavy documents, this is the smart way to handle them.
π @hackernewsgithubprojects
LensVLM: The AI That Only Reads What It Needs
LensVLM is a nine-billion parameter model that solves the headache of processing massive documents without burning through your computer's memory. Instead of reading every single word, it scans low-resolution thumbnails of your pages and uses a tool to zoom in on only the specific text it needs to answer your question. It is essentially like a very focused librarian who only pulls the book from the shelf when absolutely necessary. This approach keeps the model fast and efficient while still finding deep details buried in long reports. If you are working with heavy documents, this is the smart way to handle them.
π @hackernewsgithubprojects
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π¦ ilyap358/fluxcast
FluxCast: Stream Your Linux Desktop to the Big Screen
A standard Linux laptop can wirelessly mirror its entire desktop to a Smart TV using a feature called Wi-Fi Direct. This is what FluxCast does. It captures your screen and audio in real time and sends that video stream directly to a compatible TV over your local Wi-Fi network. No cables, no external hardware, just a direct connection between two devices. It is useful for anyone who wants to use their laptop as a media center for their living room, without buying an expensive streaming box or dealing with the hassle of finding a long HDMI cable.
π° https://news.ycombinator.com/item?id=49835593
π @hackernewsgithubprojects
FluxCast: Stream Your Linux Desktop to the Big Screen
A standard Linux laptop can wirelessly mirror its entire desktop to a Smart TV using a feature called Wi-Fi Direct. This is what FluxCast does. It captures your screen and audio in real time and sends that video stream directly to a compatible TV over your local Wi-Fi network. No cables, no external hardware, just a direct connection between two devices. It is useful for anyone who wants to use their laptop as a media center for their living room, without buying an expensive streaming box or dealing with the hassle of finding a long HDMI cable.
π° https://news.ycombinator.com/item?id=49835593
π @hackernewsgithubprojects
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π¦ valentynkit/awesome-jev-typesafe
What is Awesome Jev Typesafe?
Awesome Jev Typesafe is the curated collection that finally maps the entire System One model ecosystem in one place. It solves the confusion of how to use this new kind of AI, which answers specific questions with a confidence score instead of writing long, rambling paragraphs. The repository acts as a central guide, listing official tools and community projects that use these quick, typed judgments for coding agents and browser automation. Instead of guessing what an AI wants, you give it a strict format and get a clear yes, no, or score back. This is how you build systems that make decisions without needing to read a novel every time.
π @hackernewsgithubprojects
What is Awesome Jev Typesafe?
Awesome Jev Typesafe is the curated collection that finally maps the entire System One model ecosystem in one place. It solves the confusion of how to use this new kind of AI, which answers specific questions with a confidence score instead of writing long, rambling paragraphs. The repository acts as a central guide, listing official tools and community projects that use these quick, typed judgments for coding agents and browser automation. Instead of guessing what an AI wants, you give it a strict format and get a clear yes, no, or score back. This is how you build systems that make decisions without needing to read a novel every time.
π @hackernewsgithubprojects
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π¦ dci-agent/dci-agent-lite
How AI Actually Searches Files
DCI-Agent-Lite is the search tool that reads your files directly instead of using complex indexes. Most search systems require you to pre-process documents into a database, which is slow and rigid. This project skips that entirely. It lets an AI agent use basic command-line tools to search, inspect, and cross-check your raw text files on the fly. This means your data stays private on your machine, and the agent can dig deep into long documents without losing track. It turns your computer into a simple, powerful research environment.
π @hackernewsgithubprojects
How AI Actually Searches Files
DCI-Agent-Lite is the search tool that reads your files directly instead of using complex indexes. Most search systems require you to pre-process documents into a database, which is slow and rigid. This project skips that entirely. It lets an AI agent use basic command-line tools to search, inspect, and cross-check your raw text files on the fly. This means your data stays private on your machine, and the agent can dig deep into long documents without losing track. It turns your computer into a simple, powerful research environment.
π @hackernewsgithubprojects
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π¦ abdelstark/awesome-typesafe-jev
Awesome Jev: Your Field Guide to TypeSafe
Stop guessing if TypeSafe's System One model actually works. Awesome Jev is a hand-picked field guide that cuts through the noise by listing real SDKs, live demos, and honest evaluations. It doesn't just link code; it demands proof, forcing every entry to show its data and limitations so you know exactly what you're building. This is your shortcut to finding tools that actually function without falling for marketing fluff. You get a curated map of the ecosystem, not a cluttered directory. Check it out to build with confidence, not guesswork.
π @hackernewsgithubprojects
Awesome Jev: Your Field Guide to TypeSafe
Stop guessing if TypeSafe's System One model actually works. Awesome Jev is a hand-picked field guide that cuts through the noise by listing real SDKs, live demos, and honest evaluations. It doesn't just link code; it demands proof, forcing every entry to show its data and limitations so you know exactly what you're building. This is your shortcut to finding tools that actually function without falling for marketing fluff. You get a curated map of the ecosystem, not a cluttered directory. Check it out to build with confidence, not guesswork.
π @hackernewsgithubprojects
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π¦ genai-security-project/agent-control-standard
Agent Control Standard
A Guardian Agent can literally edit an AI agent's plan before it runs, rewriting a dangerous command into something safe without stopping the whole process. This is the Agent Control Standard, an open specification that gives security teams a way to inspect, block, or modify what artificial intelligence systems are about to do. It works like a strict gatekeeper sitting between the brain of the system and its actual tools. Instead of just saying no, the gatekeeper can change the instructions to match your company rules, ensuring nothing harmful ever leaves the building. This standard creates a clear audit trail so you can see exactly why a decision happened.
π @hackernewsgithubprojects
Agent Control Standard
A Guardian Agent can literally edit an AI agent's plan before it runs, rewriting a dangerous command into something safe without stopping the whole process. This is the Agent Control Standard, an open specification that gives security teams a way to inspect, block, or modify what artificial intelligence systems are about to do. It works like a strict gatekeeper sitting between the brain of the system and its actual tools. Instead of just saying no, the gatekeeper can change the instructions to match your company rules, ensuring nothing harmful ever leaves the building. This standard creates a clear audit trail so you can see exactly why a decision happened.
π @hackernewsgithubprojects
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π¦ 0xsero/omarchy-local-ai
Run Local AI on Your GPU
Omarchi Local A I puts a powerful coding assistant directly on your own graphics card, removing the need to send your code to outside servers. The system automatically identifies your specific hardware and loads a model that has been proven to run correctly on it, so you avoid wasting time guessing at settings. Once the model is ready, you can launch a terminal-based agent to write code, and with a single click, you can share that model with your private network. This approach gives you full control over your data while keeping your workflow fast and local. You get a reliable, private AI helper without any complicated configuration.
π @hackernewsgithubprojects
Run Local AI on Your GPU
Omarchi Local A I puts a powerful coding assistant directly on your own graphics card, removing the need to send your code to outside servers. The system automatically identifies your specific hardware and loads a model that has been proven to run correctly on it, so you avoid wasting time guessing at settings. Once the model is ready, you can launch a terminal-based agent to write code, and with a single click, you can share that model with your private network. This approach gives you full control over your data while keeping your workflow fast and local. You get a reliable, private AI helper without any complicated configuration.
π @hackernewsgithubprojects
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π¦ dgreenheck/tidewater
Tidewater: The Browser Game That Should Not Exist
Tidewater is the browser game that puts a full 3D ocean simulation in your tab without downloading a single file. It is a complete coastal island where you cast a line, fight fish, and sell your catch to a local vendor, all running directly on your graphics card. The wild part is that the water actually behaves like water, with waves breaking on the sand and light filtering through the surface. It is built from scratch with no heavy frameworks, just raw code and some really clever math. If you want to see how much is possible in a web browser right now, this is the project to watch.
π @hackernewsgithubprojects
Tidewater: The Browser Game That Should Not Exist
Tidewater is the browser game that puts a full 3D ocean simulation in your tab without downloading a single file. It is a complete coastal island where you cast a line, fight fish, and sell your catch to a local vendor, all running directly on your graphics card. The wild part is that the water actually behaves like water, with waves breaking on the sand and light filtering through the surface. It is built from scratch with no heavy frameworks, just raw code and some really clever math. If you want to see how much is possible in a web browser right now, this is the project to watch.
π @hackernewsgithubprojects
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π¦ merijjeyn/jive
Jive: The Agent That Thinks in Graphs
Jive is the terminal coding agent that replaces linear step-by-step tool calls with executable graphs. Most AI agents execute one action at a time, waiting for each result before deciding the next move, which makes repetitive tasks slow and expensive. Jive solves this by letting the AI plan a whole workflow as a connected map of steps that can run in parallel or loop automatically. The surprising part is how it mixes deep thinking with fast, intuitive decisions so the agent doesn't waste time re-evaluating simple follow-ups. This approach dramatically cuts down on wasted tokens and processing time.
π @hackernewsgithubprojects
Jive: The Agent That Thinks in Graphs
Jive is the terminal coding agent that replaces linear step-by-step tool calls with executable graphs. Most AI agents execute one action at a time, waiting for each result before deciding the next move, which makes repetitive tasks slow and expensive. Jive solves this by letting the AI plan a whole workflow as a connected map of steps that can run in parallel or loop automatically. The surprising part is how it mixes deep thinking with fast, intuitive decisions so the agent doesn't waste time re-evaluating simple follow-ups. This approach dramatically cuts down on wasted tokens and processing time.
π @hackernewsgithubprojects
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π¦ swarajbachu/zuse
Zuse: The AI Coding Hub
Zuse is the open source desktop app that finally unifies your scattered AI coding agents into one persistent workspace. It wraps major coding tools like Claude and Codex into a single chat-first interface, so you stop jumping between terminals and losing your work. The coolest part is that it gives every chat its own isolated git worktree, letting you experiment with code changes without ever touching your main project. If you use AI to code, this turns chaos into a calm, organized flow that actually keeps up with your brain.
π° https://news.ycombinator.com/item?id=49837957
π @hackernewsgithubprojects
Zuse: The AI Coding Hub
Zuse is the open source desktop app that finally unifies your scattered AI coding agents into one persistent workspace. It wraps major coding tools like Claude and Codex into a single chat-first interface, so you stop jumping between terminals and losing your work. The coolest part is that it gives every chat its own isolated git worktree, letting you experiment with code changes without ever touching your main project. If you use AI to code, this turns chaos into a calm, organized flow that actually keeps up with your brain.
π° https://news.ycombinator.com/item?id=49837957
π @hackernewsgithubprojects
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π¦ dcmmc/macpad
macPad: A Touch Mac in Your iPad
Run full macOS desktop applications directly on a jailbroken iPad, using the device's actual hardware graphics instead of slow translation layers. This project lets you use touch gestures like scrolling, multi-finger zoom, and three-finger swipes to control windows, just like you would on a real Mac. It bridges the gap between your tablet and your computer by making the iPad's screen act as a trackpad and the touch input drive the desktop interface. If you have ever wanted to run heavy Mac apps on the go, this is a fascinating look at how deep customization can go. It turns your pocket-sized device into a powerful workstation without needing a laptop.
π° https://news.ycombinator.com/item?id=49809600
π @hackernewsgithubprojects
macPad: A Touch Mac in Your iPad
Run full macOS desktop applications directly on a jailbroken iPad, using the device's actual hardware graphics instead of slow translation layers. This project lets you use touch gestures like scrolling, multi-finger zoom, and three-finger swipes to control windows, just like you would on a real Mac. It bridges the gap between your tablet and your computer by making the iPad's screen act as a trackpad and the touch input drive the desktop interface. If you have ever wanted to run heavy Mac apps on the go, this is a fascinating look at how deep customization can go. It turns your pocket-sized device into a powerful workstation without needing a laptop.
π° https://news.ycombinator.com/item?id=49809600
π @hackernewsgithubprojects
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π¦ theoleecj/semif-openjev
SemIf: Instant AI Decisions
SemIf is the decision engine that reads answers directly from the model without generating text. Instead of waiting for a chatbot to type out a sentence that software has to parse, it reads the raw probabilities for specific options in a single pass. This cuts processing time from five seconds to just one second, making it ideal for routing requests or checking evidence in real time. It runs on standard hardware and even in your browser, proving that open models can handle complex logic without proprietary services.
π @hackernewsgithubprojects
SemIf: Instant AI Decisions
SemIf is the decision engine that reads answers directly from the model without generating text. Instead of waiting for a chatbot to type out a sentence that software has to parse, it reads the raw probabilities for specific options in a single pass. This cuts processing time from five seconds to just one second, making it ideal for routing requests or checking evidence in real time. It runs on standard hardware and even in your browser, proving that open models can handle complex logic without proprietary services.
π @hackernewsgithubprojects
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π¦ typesafe-ai/system-one-adapter-python
System One Adapter: Test Any LLM Like a Human Evaluator
System One Adapter is the testing tool that lets you swap any large language model into the TypeSafe evaluation framework without rewriting your code. Instead of relying on a single proprietary service, this library acts as a universal translator, allowing you to point your evaluation questions at OpenAI, Anthropic, or Gemini providers just like a plug-and-play adapter. This is incredibly useful for developers who need to compare the cost, speed, and intelligence of different AI models side by side to see which one actually understands nuance best. By keeping the evaluation logic consistent while changing the underlying engine, you can make data-driven decisions about which model truly fits your project.
π @hackernewsgithubprojects
System One Adapter: Test Any LLM Like a Human Evaluator
System One Adapter is the testing tool that lets you swap any large language model into the TypeSafe evaluation framework without rewriting your code. Instead of relying on a single proprietary service, this library acts as a universal translator, allowing you to point your evaluation questions at OpenAI, Anthropic, or Gemini providers just like a plug-and-play adapter. This is incredibly useful for developers who need to compare the cost, speed, and intelligence of different AI models side by side to see which one actually understands nuance best. By keeping the evaluation logic consistent while changing the underlying engine, you can make data-driven decisions about which model truly fits your project.
π @hackernewsgithubprojects
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π¦ y0usaf/pi-jev
pi-jev: The Bouncer for AI Agents
Your AI coding assistant is about to run a command that could wipe your project, and it has no instinct for danger. pi-jev fixes this by acting as a strict bouncer for your AI agent. Before it executes any risky action, it asks a specialized model for a simple yes or no answer on whether the move is destructive or out of scope. If the risk is too high, it stops the action dead in its tracks and asks you for permission. Itβs not about blocking your AI, itβs about giving it a safety net so you can trust it with real work without holding your breath.
π @hackernewsgithubprojects
pi-jev: The Bouncer for AI Agents
Your AI coding assistant is about to run a command that could wipe your project, and it has no instinct for danger. pi-jev fixes this by acting as a strict bouncer for your AI agent. Before it executes any risky action, it asks a specialized model for a simple yes or no answer on whether the move is destructive or out of scope. If the risk is too high, it stops the action dead in its tracks and asks you for permission. Itβs not about blocking your AI, itβs about giving it a safety net so you can trust it with real work without holding your breath.
π @hackernewsgithubprojects
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π¦ nestrilabs/virtio-nvgpu
virtio-nvgpu
Render inside a virtual machine at the exact same speed as bare metal, while sharing the same physical graphics card. This project lets a guest system run the real, unmodified NVIDIA drivers, bypassing the heavy translation layer that usually slows down virtual graphics. Instead of serializing every single draw call across the virtual boundary, it forwards the low-level driver commands once, letting the guest write directly to the host's memory. The result is stunning: a guest machine renders within two percent of the physical limit, costs nothing in extra processor power, and even encodes video on the GPU itself.
π° https://news.ycombinator.com/item?id=49824864
π @hackernewsgithubprojects
virtio-nvgpu
Render inside a virtual machine at the exact same speed as bare metal, while sharing the same physical graphics card. This project lets a guest system run the real, unmodified NVIDIA drivers, bypassing the heavy translation layer that usually slows down virtual graphics. Instead of serializing every single draw call across the virtual boundary, it forwards the low-level driver commands once, letting the guest write directly to the host's memory. The result is stunning: a guest machine renders within two percent of the physical limit, costs nothing in extra processor power, and even encodes video on the GPU itself.
π° https://news.ycombinator.com/item?id=49824864
π @hackernewsgithubprojects
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π¦ vigozhao/ai-visual-prompt-cookbook
The AI Style Cookbook
You can copy a single text file and make an AI image generator paint exactly like a specific magazine or comic book. A new project called the AI Visual Prompt Cookbook collects over a hundred of these ready-made recipes. Usually, getting an AI to draw in a consistent style takes hours of testing and tweaking. This project solves that problem by packaging the perfect words into a simple file you can just copy and paste. It works with popular tools like Midjourney and GPT. The collection is updated daily, so there is always a new look to try.
π @hackernewsgithubprojects
The AI Style Cookbook
You can copy a single text file and make an AI image generator paint exactly like a specific magazine or comic book. A new project called the AI Visual Prompt Cookbook collects over a hundred of these ready-made recipes. Usually, getting an AI to draw in a consistent style takes hours of testing and tweaking. This project solves that problem by packaging the perfect words into a simple file you can just copy and paste. It works with popular tools like Midjourney and GPT. The collection is updated daily, so there is always a new look to try.
π @hackernewsgithubprojects
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π¦ freestylefly/wechatbridge
WeChatBridge: The Mac App That Feeds WeChat Chats to AI
WeChatBridge is the Mac tool that finally stops your WeChat history from rotting in the app. It taps directly into the native share menu so you can grab a chat export and blast it right into your favorite AI agents or local notes. The coolest part? It turns messy group threads into clean, readable files for you or your AI to analyze, all without uploading anything to the cloud. It is the perfect bridge for developers and note-takers who want to leverage their digital life. Give it a shot to see how easy it is to make your chats actually work for you.
π @hackernewsgithubprojects
WeChatBridge: The Mac App That Feeds WeChat Chats to AI
WeChatBridge is the Mac tool that finally stops your WeChat history from rotting in the app. It taps directly into the native share menu so you can grab a chat export and blast it right into your favorite AI agents or local notes. The coolest part? It turns messy group threads into clean, readable files for you or your AI to analyze, all without uploading anything to the cloud. It is the perfect bridge for developers and note-takers who want to leverage their digital life. Give it a shot to see how easy it is to make your chats actually work for you.
π @hackernewsgithubprojects