📦 sarthaxxxxx/awesome-continual-test-time-adaptation

Awesome Continual Test Time Adaptation

awesome-continual-test-time-adaptation is the curated directory that finally maps out how AI models can adapt to the real world on the fly. Imagine deploying a smart camera, but then it rains, the lighting shifts, or the camera lens gets dusty, causing the AI to completely freeze up. This repository gathers all the research, benchmarks, and strategies for updating AI models in real-time as they run, without erasing their original training or needing expensive servers. It is like giving an AI model a pair of glasses that constantly adjusts its focus so it never gets confused by a little weather change. Check it out to see how the smartest models stay sharp.

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📦 kuskhan/jetendard

Jetendard

Jetendard perfectly solves the awkward spacing issues that usually happen when combining English coding fonts with Korean characters. By combining JetBrainsMono Nerd Font with Pretendard Korean glyphs, this clever python-based builder scales the Korean characters up by exactly fifteen percent. This slight adjustment removes the unnecessary gaps around Korean words, aligning them to exactly twice the width of the English characters. The result is an incredibly crisp, visually stable, and highly legible monospace font that gives developers writing in Korean a beautiful and perfectly proportioned coding environment in their terminals and editors.

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📦 sbroenne/mcp-server-excel

mcp-server-excel

Connect your favorite AI assistant directly to Microsoft Excel to automate spreadsheet workflows using everyday language. This clever project bridges artificial intelligence and your local Excel application using the Model Context Protocol. Unlike tools that only parse static files, it actually drives your installed Excel app in real time, letting an AI build formulas, refresh Power Query, run VBA macros, and update pivot tables on the fly. You can watch your spreadsheet update instantly as the AI works. It is the perfect playground for automating tedious data tasks without writing complex scripts. Give it a spin and let your AI do the heavy lifting.

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📦 davian-robotics/3d_hamster

3D HAMSTER

3D HAMSTER is the depth-aware robot planner that finally keeps your machine's trajectory grounded in physical reality. While typical AI planners only figure out movements on a flat two-dimensional screen, this system calculates real physical coordinates in space directly from a single camera feed and a simple depth map. By planning in actual metric measurements, it makes sure the robot's arm never gets confused by flat pixels or makes clumsy physical mistakes. It acts as a bridge between high-level language commands and actual hardware controls. Grab the open-source code and download the ready-to-use model weights to start teaching your robots to move with real physical awareness today.

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📦 openhwgroup/core-et

Core-Et

This open-source hardware repository is actively translating an entire silicon platform into clean, modern SystemVerilog specifically designed for artificial intelligence agents to build and verify. Instead of manual chip design, core-et structures computer chip components like clock gates, memory caches, and math processors so that autonomous digital workflows can easily translate, document, and connect them. By isolating technology-dependent parts behind clean boundaries, the same hardware design works flawlessly whether you are simulating it on a computer, testing it on an FPGA board, or prepping it for a final silicon manufacturing run. It is a fascinating glimpse into how we will design physical microchips in an AI-driven future.

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📦 limshoonkit/dl-vins-factory-ros2

dl-vins-factory-ros2

Build a robot that navigates perfectly through pitch-black tunnels or thick smoke by combining camera and motion sensor data with advanced neural networks. The dl-vins-factory-ros2 framework upgrades traditional robot navigation by replacing old-school, hand-crafted visual tracking with deep learning feature matching. What makes it special is that these heavy AI models are optimized to run directly on compact hardware like an NVIDIA Jetson, giving small robots the intelligence to recognize where they are even in challenging environments. It provides a highly reliable way to help robots build maps and stay on track without relying on external signals.

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📦 zhouqm-git/osor

OSOR

Most image editing tools fail to remove an object's complex shadows and reflections, but a new open-source system called osor erases both the target and its environmental effects in a single step. Conventional diffusion tools take dozens of slow processing steps, making them difficult to run on everyday hardware. This framework achieves realistic, clean results up to thirty times faster. By learning from a massive dataset of verified removal pairs, it easily handles imperfect or messy user selections while accurately preserving the surrounding scene. It makes fast, natural object removal accessible on everyday consumer devices.

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📦 suntay44/buildable-plugin-skills

buildable-plugin-skills

buildable-plugin-skills is the local-first AI app-builder brain that gives your personal coding agent the product intelligence it needs to build complete, polished software. Instead of starting every prompt from a blank slate, this file-based package acts as a smart companion for tools like Cursor and Claude. It analyzes your ideas to select real, build-verified starter templates, reusable design patterns, and essential UI blocks, then guides your agent through a dedicated planning, design, and review loop. You get structured, production-ready prototypes built directly in your local repository with minimum token waste, keeping you in complete control. Check it out to build smarter apps locally.

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📦 liampetti/fulloch

Fulloch

Fulloch is the fully local home voice assistant that finally gives you a private, conversational layer over your personal notes, smart devices, and web searches. Running entirely on your own computer, this clever tool connects directly to your Obsidian vault so you can search, write, or append notes using just your voice. It integrates with Home Assistant to control your smart home, handle Spotify music playback, and even pull live, private web answers without sending your personal data to big tech. It is a brilliant way to build a completely private, voice-controlled digital hub right on your own machine.

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📦 soju06/codex-lb

codex-lb

codex-lb is the intelligent API load balancer that effortlessly distributes traffic across multiple ChatGPT and Codex accounts. If you are managing several AI accounts for your team or application, you know how painful it is to hit sudden rate limits or run out of daily credits randomly. This project acts as a smart central gateway, automatically routing requests based on live account capacity, tracking detailed token usage, and providing a clean admin dashboard to manage everything. It even has built-in circuit breakers to handle sudden upstream failures gracefully. Spin up codex-lb to keep your AI infrastructure running smoothly without manual account juggling.

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📦 nvidia/infra-controller

NVIDIA Infra Controller

NVIDIA Infra Controller is the bare-metal automation stack that finally secures and boots complex data center hardware without human intervention. Instead of manually configuring network cards, switches, and servers to build an AI cloud, this tool turns your physical servers into a self-managing playground. It plugs directly into Kubernetes, handling everything from database backends to security keys, while isolating your network traffic to keep things completely secure. It essentially acts like a cloud-native ignition switch for giant piles of metal. If you want to orchestrate raw hardware as easily as spinning up virtual machines, this is the blueprint you need to check out.

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📦 co-l/openfox

OpenFox

Build and fix code autonomously right on your local machine. This repository brings you openfox, a local-first coding assistant designed to run entirely on your own hardware using models like Ollama or vLLM. It completely changes the game by using contract-driven execution, which means you define clear acceptance criteria, and the agent keeps iterating and verifying its work using real language server feedback until everything passes perfectly. It even handles vision fallbacks and auto-retries out of the box. Grab it via npm to give your local development setup some serious autonomous brains.

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📦 mit-han-lab/fouroversix

Four Over Six

Shrink massive AI models down to four-bit precision without destroying their accuracy. Usually, squeezing a model this small makes its intelligence fall off a cliff because standard quantization methods struggle with outlier values. This project fixes that by introducing an adaptive scaling technique that intelligently groups and calibrates parameters. By optimizing how numbers are represented at a hardware level, it delivers much higher accuracy than standard four-bit formats. Whether you are running large language models or image generation pipelines, this library lets you squeeze maximum performance out of your hardware. Check out the repository to get started.

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📦 ronak-create/fablecut

FableCut

This lightweight browser video editor can be operated entirely by AI agents while you watch the timeline update in real time. Known as fablecut, this zero-dependency application exposes its entire timeline as a single JSON document, allowing AI tools to cut footage, sync audio, and apply filters on the fly. It features a complete multi-track timeline, professional grade controls, and animated vector graphics rendering. By opening up the video timeline as a collaborative project file, it bridges the gap between human creativity and automated editing, giving you a powerful, agent-driven post-production suite right in your browser.

📰 https://news.ycombinator.com/item?id=48845422

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📦 alchaincyf/huashu-design

Huashu Design

Build stunning product launch animations, clickable app prototypes, and editable presentation slides directly inside your AI agent with just a single text prompt. This clever tool integrates into terminal agents like Claude Code to output gorgeous, high-fidelity designs in minutes instead of hours. The absolute coolest part is that it turns HTML slide decks into genuine, editable PowerPoint files, converting browser elements into real text frames rather than flat images. It also packs a motion design engine to export smooth sixty-frame-per-second MP4s with background music. Grab this open-source tool now to completely bypass the visual slop of typical AI designs.

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📦 sahilh4ck4you/ios-ssl-pinning-bypass-without-jalibreak

iOS SSL Pinning Bypass Without Jailbreak

Intercept and inspect secure mobile traffic from your phone without having to deal with the headache of jailbreaking. This clever project lets you route your phone's network connection through a custom private network server, where a couple of smart routing scripts intercept and send all secure web traffic straight into your favorite testing proxy. Instead of breaking into your phone's operating system, you are essentially tricking the device into sending its data right to your computer. It is a brilliant way to analyze mobile app security and see exactly what your apps are sending home, completely hassle-free.

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📦 lewislulu/html-ppt-skill

html-ppt-skill

html-ppt-skill is the HTML presentation studio that turns static markup into designer-grade slideshows without any complex build tools. Instead of wrestling with clunky slide software or heavy javascript frameworks, you get thirty-six gorgeous, ready-to-use themes and thirty-one page layouts built entirely on pure, lightweight web standards. The coolest part is the presenter mode, which opens a synchronized second window with resizable panels for your current slide, next-up preview, a running timer, and your speaker script. It is an incredibly fast, clean way to build beautiful, responsive presentations that render perfectly in any web browser.

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📦 ruihangzhang97/proxypose

ProxyPose

ProxyPose is the video-to-video translation tool that finally makes tracking 3D object motion as simple as clicking a single pixel. Instead of wrestling with complex, specialized hardware or heavy manual labeling, you just feed it a video and click on the object you want to follow in the first frame. By using a clever generative video model, it translates your clip into a tracking proxy, giving you the complete 3D position and orientation of that object over time. It is a incredibly smart shortcut for animators or developers who need fast, accurate 3D spatial data without the headache.

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📦 withmarbleapp/os-taxonomy

os-taxonomy

Map out exactly how a child’s mind builds complex ideas by exploring a massive, open-source dependency graph of elementary learning. Instead of dealing with dry, flat lists of school standards, os-taxonomy gives you over fifteen hundred highly detailed micro-topics wired together by more than three thousand prerequisite links. If you want to teach a kid how to find volume patterns in science, this database tells you they first have to grasp how vibrations make sound, giving you the exact conceptual stepping stones they need next. It is an incredibly clever way to visualize education, letting developers and curious parents trace paths of knowledge like a tech tree in a video...

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📦 carbonengine/trinity

Trinity Rendering Engine

Build and customize the official rendering engine behind the Carbon Game Engine, open-sourced directly by CCP Games. This project, called trinity, serves as the core visual powerhouse for their development environment, giving developers direct access to the underlying graphics systems used by the studio. By compiling the source code with CMake, you can explore how a major game developer structures its rendering pipeline and manages third-party utilities like custom hash and parser tools. It is a rare, hands-on look at the foundational technology powering massive virtual worlds, offering a unique resource for anyone curious about professional game engine architecture.

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