📦 papilotai/papilot

Papilot: Edit PDFs, Skip the Code

Papilot lets you edit academic papers by drawing on the PDF instead of touching the source code. You highlight a sentence, tell an AI agent what to change, and the tool edits the underlying file for you. The most striking part is the review process. It shows you exactly what changed on the page so you can accept or reject each edit visually. This solves the frustrating disconnect between writing in code and seeing the final document. You get to work on the paper itself, with the AI handling the messy details behind the scenes.

📰 https://news.ycombinator.com/item?id=50284944

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📦 yuechen-li-dev/aetheris

Aetheris

Aetheris treats 3D computer aided design like software engineering, not like a fussy manual. It uses a domain specific language called Firmament to describe parts as code, then compiles them into exact, mathematically perfect shapes that never need fixing later. This approach kills the annoying slivers and broken geometry that plague traditional tools. It is essentially a compiler for real world objects, built to be headless and scriptable. If you have ever wanted to automate your product design without fighting a clunky interface, this is the project to watch closely.

📰 https://news.ycombinator.com/item?id=49362673

🆔 @hackernewsgithubprojects

📦 jburgess-r7/cve-2026-97229-poc

CVE-2026-97229-poc: GitLab RCE PoC

A single unauthenticated web request can turn a standard GitLab server into a remote command executor, and this proof of concept just proved it. The project named cve-2026-97229-poc targets a severe integer overflow bug in GitLab's continuous integration linter. By crafting a specific regular expression and file path, an attacker forces the server's internal text engine to misread memory boundaries. This trick redirects the server's execution flow to run arbitrary commands as the Git user, all without needing a password or cookie for the final step. It’s a stark reminder that even public, read-only endpoints can be deadly if the underlying code isn't tight.

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📦 polyu-vclab/omnicompass

OmniCompass: The Ultimate Video AI Stress Test

OmniCompass is the video AI benchmark that finally stops models from faking it. Built by researchers at PolyU, it uses eighteen hundred hours of human annotation to test if AI can actually find objects and moments in real video. The real kicker is that it checks if models behave consistently whether you ask questions with just words or with a picture and text. It is a massive stress test for the next generation of video understanding tools. If you care about whether AI truly sees what is happening, this is the yardstick you need to know about.

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📦 stanlukuvka/comfyui-speed-sampler

ComfyUI Speed Sampler: Faster Renders

Your AI video renders just got significantly faster without touching your model weights. ComfyUI Speed Sampler implements a method called Speed, which lets you generate images and video by starting the process on a tiny, low-resolution grid and only scaling up to full definition when the details actually matter. This saves a massive amount of compute during the noisy early steps where you would otherwise waste power. The repository provides drop-in nodes for ComfyUI that handle this calibration automatically, ensuring your final output looks clean without any manual tweaking. It is a clever way to save time on every render.

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📦 modem-dev/boxery

Boxery: Give your coding agents disposable VMs

Spin up a throwaway virtual machine for your coding agent in about thirteen seconds. Boxery lets tools like Claude Code or Cursor launch, fork, and snapshotted Linux VMs directly from their own machine. The coolest part is that your agent gets a full desktop environment. It can open Chrome, click buttons, take screenshots, and actually watch the code run, all inside a secure, disposable box. Your real login keys stay safely on your laptop, so the agent can install anything or run untrusted code without ever touching your personal files. It is the perfect safe room for letting AI experiment, fail, and iterate at speed.

🆔 @hackernewsgithubprojects

📦 xyzdist/h3-longtakenocuts

H3 LongTakeNoCuts Fixes Video Drift

H3 LongTakeNoCuts is the ComfyUI workflow that finally stops long videos from losing their quality. When you generate continuous shots with the H3 model, images start to look waxy and blurry after about five seconds. This happens because each new segment slightly copies the last one, causing details to fade away like a bad photocopy. This project fixes that by adding a quick refinement step to restore sharpness. It then blends these fresh details back into your video frame by frame. This simple trick keeps characters looking crisp for much longer, giving you high-quality, continuous shots without the usual degradation.

🆔 @hackernewsgithubprojects

📦 paaime/ac-3ds

Animal Crossing on the 3DS

Ac Three D S is the reverse engineering project that brings the classic GameCube Animal Crossing to the Nintendo 3DS. This port is fascinating because it takes a full-featured life simulation, originally built for a powerful living room console, and squeezes it into a handheld device with much tighter hardware limits. It solves the problem of accessibility for fans who want the original console experience on their portable system. The codebase handles complex systems like NPC scheduling, weather patterns, and museum data, proving that the 3DS can handle the game's intricate logic.

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📦 artemnovitckii/claude-animation-skills

Claude Animation Skills: 3D Reels From Text

Turn a single sentence into a fully animated, vertical video clip. The project called claude animation skills plugs directly into Claude Code to generate six distinct motion graphics styles, including 3D map routes, line graphs, and exploded device views, without requiring any live footage. It handles the entire production pipeline locally, writing the animation code, rendering the visuals on your own computer, and even checking the output against safe area guidelines for social media. Instead of hiring a designer or learning complex software, you simply type a prompt like a journey from home to the gym, and the tool builds the scene, camera movements, and labels for you.

🆔 @hackernewsgithubprojects

📦 raylee-ai/lancer

Lancer: The Desktop AI Workspace That Runs Real Code

Lancer is a desktop application that gives artificial intelligence agents the ability to actually execute tasks on your computer, not just talk about them. Built as an open source alternative to closed enterprise tools, it wraps a powerful agent runtime inside a dedicated window on your Mac or Windows machine. The project solves the problem of isolated chat bots by letting AI write code, run terminal commands, and manage files right inside your local environment. It is currently in alpha development, meaning it is an early stage preview for developers who want to see how a fully local, code-first AI workspace looks and feels.

🆔 @hackernewsgithubprojects

📦 joshlin2201/itspaint

ItsPaint: MS Paint for Mac

ItsPaint is a free Mac app that fits in a single megabyte download yet runs entirely without any network access, meaning your screenshots never leave your computer. It solves a common headache by letting you take a picture of your screen, number your steps, and pixelate sensitive info right away, saving you from opening expensive paid tools or giant design suites. The engine is tiny, fast, and open source, making it perfect for quickly marking up bug reports or explaining a process to a friend. If you need a simple, private way to edit images on your Mac, this little utility is worth a try.

🆔 @hackernewsgithubprojects

📦 clausy9/evo-wam

evo-wam: Robots That Teach Themselves By Watching Videos

This robot learns to pick up objects by watching videos of itself, without any human teacher. The project, called evo wam, solves the problem that robots usually need thousands of hours of human recording to learn basic tasks. Instead, the system generates its own attempts, checks if the actions match the video, and keeps only the successful parts to train on. It improves its skills round after round, boosting success rates from twenty percent to nearly eighty percent on real robot tasks. It proves machines can improve by verifying their own imagination, not just by following orders. That is how robots get smarter without a human in the loop.

🆔 @hackernewsgithubprojects

📦 valeriodolci/capy-flash

Run Big AI on Cheap Hardware

capy-flash is the inference engine that runs massive AI models on just two cheap graphics cards. Most people assume you need expensive data centers to run powerful language models, but this tool splits the heavy math across two sixteen gigabyte consumer GPUs. It even moves parts of the calculation to your computer's regular memory so the smaller cards do not run out of space. It turns affordable hardware into a capable local server for serious AI tasks. No more waiting for a server cluster. Your desktop can do this right now.

📰 https://news.ycombinator.com/item?id=50118153

🆔 @hackernewsgithubprojects

📦 perrylink/dsh-data-quality

The AI That Doesn't Guess Your Data

This plugin performs data checks without letting the AI guess. Instead of letting a language model estimate your numbers, it runs strict code to profile, clean, and verify your files. This means it finds duplicates, fixes messy dates, and checks if your numbers actually match your records. It matters because it gives you a clear, repeatable scorecard on data quality, so you can trust your results. It stops the model from making things up. It just tells you what is actually there. This is the real takeaway: you get hard facts, not AI guesses.

🆔 @hackernewsgithubprojects

📦 nvidiagameworks/rtx-remix-minecraft

RTX Remix Minecraft: Realistic Lighting

RTX Remix Minecraft is the Fabric mod that brings realistic light bouncing to your favorite voxel world. It replaces the simple, flat lighting you usually see in Minecraft with a system that calculates how light actually travels. A torch no longer just lights up the immediate blocks around it. Instead, the light bounces off nearby walls, creating soft shadows and subtle color shifts in the dark. It turns a blocky game into something that looks surprisingly lifelike. It is still in beta, so expect some tweaking. But for anyone who wants to see their builds look amazing, this is the mod to check out.

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📦 wquguru/cicada

Cicada: Your Mac's AI Interpreter

Turn any video call into a bilingual experience where your Mac listens to the system audio and instantly displays live subtitles and structured meeting notes. You can even hold down a key to speak, and the app broadcasts your voice back into the call in the other person's language, making it feel like you have a professional interpreter sitting next to you. It is the perfect tool for developers and creators who need to follow global streams without missing a beat. The best part is that the app keeps all your recordings and transcripts safely on your computer, so you never have to worry about your data leaking.

🆔 @hackernewsgithubprojects

📦 mille-okws/pestinha

Pestinha: Your Desktop Pet with a Brain

A tiny character on your screen actually learns from your actions using its own local neural network. Pestinha is a desktop pet for Windows, Mac, and Linux that lives entirely on your computer without sending data to the cloud. The most interesting part is that it has genuine emotions and a personality that evolves based on how you treat it. When you pet it, it gets happy and remembers the kindness. If you ignore it or put it in time out, it gets sad, throws tantrums, or even goes on strike against your cursor.

🆔 @hackernewsgithubprojects

📦 traccia-ai/traccia-py

Traccia: The Control Plane for AI Agents

Your AI agent is about to spend fifty dollars on a single API call, and nobody is watching. Traccia is a Python SDK that acts as a real-time control plane, letting you see exactly what your agent does and, more importantly, stopping it before it breaks your budget or security rules. It plugs into your favorite frameworks like LangGraph or CrewAI automatically, tracking every token and cost without rewriting your code. But the killer feature is runtime policy enforcement. You can set hard limits, like a spend cap or a loop cap, and if your agent tries to go rogue, Traccia blocks the action instantly.

📰 https://news.ycombinator.com/item?id=50357443

🆔 @hackernewsgithubprojects

📦 kayraucklnc/beluga

Beluga: The IDE Built for AI

Beluga is the Mac IDE that treats your AI assistants as real teammates. It is a full application where multiple agents, like Claude or Codex, work side by side in shared workspaces, chatting with each other and coordinating their own code changes. This is not just a chat box; it is a complete environment where the AI agents handle the heavy lifting, like running tests and managing branches, while you just watch the dashboard. You get a view of the entire workflow, seeing exactly what each agent is doing and how they are collaborating on your project. It turns your development process into a visual, multi-agent collaboration.

🆔 @hackernewsgithubprojects

📦 okcontract/oksolc

oksolc: The Solidity Compiler Built for Speed

oksolc is the Zig-based Solidity compiler that cuts compile times by five times. If you are writing smart contracts, you know how long you wait for the code to build. This project rewrites the compiler in a faster language, allowing it to process your code in parallel. It caches the parts that have not changed, so you only wait for the new edits. The goal is not to replace the original compiler for final deployment, but to make the daily development loop feel instant. You get the same output, just much faster.

📰 https://news.ycombinator.com/item?id=50056963

🆔 @hackernewsgithubprojects