📦 ucsandman/openclaw-hierarchical-memory-system

The Hierarchical Memory System

Give your AI agent a brain that actually scales. The OpenClaw Hierarchical Memory System replaces one bloated memory file with a smart index and detail folders, so your agent stops wasting tokens loading everything. Instead of reloading ten thousand characters of context every time, it starts with a tiny reference table and only digs into specific files when a conversation actually needs them. This cuts your session costs by roughly seventy percent while keeping critical details front and center. It is a simple, file-based upgrade that makes your agent faster, cheaper, and far more reliable.

🆔 @hackernewsgithubprojects

📦 ucsandman/openclaw-setup

OpenClaw Setup: The Complete AI Workspace

Give your AI assistant a permanent memory and a distinct personality using OpenClaw Setup. This repository provides a complete workspace for running an assistant that actually remembers who you are and what you're working on, solving the common problem of starting every chat from scratch. It includes a structured system of files that acts as a long-term brain, organizing notes about your projects and people so the assistant doesn't forget important details. The most interesting part is the reflection framework, which allows the assistant to review its own experiences over time and update its core personality files based on what it learns.

🆔 @hackernewsgithubprojects

📦 elayadesign/ai-design-skills

AI Design Skills

AI Design Skills is the design rulebook that makes your coding AI actually build beautiful landing pages. You know how AI code looks a bit generic and boring? This fixes that by giving your AI a strict set of visual and copywriting instructions. It stops the AI from using boring fonts or fake placeholder text, and instead makes it write real copy, pick smart layouts, and use smooth, modern animations. It is basically a cheat sheet for telling your AI exactly how to make a website look professional without you having to design it yourself.

🆔 @hackernewsgithubprojects

📦 jeremy-prt/bloub

How bloub recreates the x.ai avatar

Bloub is the web app that recreates the x.ai bot avatar by measuring its motion frame by frame. It captures sixteen distinct poses into a single black shape that morphs smoothly without any animation library. The developer didn’t guess the movements; he analyzed the original video to extract the exact angles and timings, so the eyes tilt and the body settles just like the real thing. It even lets you export the result as a video or image. This project proves that pixel-perfect accuracy is possible when you respect the original measurements instead of approximating them.

🆔 @hackernewsgithubprojects

📦 p2r3/ha.mr

Compressing Long Links Into Tiny Codes

The site ha.mr, which sounds like hammer, squeezes long internet addresses into tiny codes using pure math inside your browser. It works by stripping away the standard web address parts like https and www, then applying a compression method called Huffman coding to the remaining domain and text. Because everything happens locally in your browser without any server database, it is fast and private. When you click the short link, it instantly expands back to the original address so you can land exactly where you intended. You can also generate compact QR codes that use the most efficient character set for scanning.

📰 https://news.ycombinator.com/item?id=49326244

🆔 @hackernewsgithubprojects

📦 jitpass/jit

JIT Pass: Your Mac Secrets, Locked Down

Stop leaving your passwords in plain text files where any rogue script can grab them. JIT Pass, a free tool for your Mac, finds those exposed keys and hides them inside a secure vault protected by your fingerprint. The coolest part is how it works: your tools keep running exactly as they always have, but the secret only pops up in memory right when you need it. If a sketchy program tries to read your files while you are away, it just sees a fake placeholder. You unlock once with Touch ID, and the tool handles the rest without you changing a single command.

📰 https://news.ycombinator.com/item?id=49317546

🆔 @hackernewsgithubprojects

📦 shinshin86/live2d-add-motion-sample-web-ui

Live2D Add Motion Sample Web UI: Add Animations with JSON

Live2D Add Motion Sample Web UI is the development tool that lets you add new animations to characters without opening heavy editing software. Normally, making a 2D model blink or nod requires a complex rigging environment, but this project proves you can do it with simple text files. It uses a smart pipeline to turn basic code into valid motion data, ensuring the character actually moves correctly in your browser. You can drag, zoom, and test new poses instantly, making it perfect for developers who want to experiment with character behavior quickly. Skip the expensive setup and just focus on the creative side of animation today.

🆔 @hackernewsgithubprojects

📦 zyora-dev/zse

ZSE: The LLM Engine That Installs in 5 MB

ZSE is the inference engine that runs large language models without the heavy machinery usually required. While standard tools demand massive packages and minutes of setup, ZSE uses pure Python and a custom compiler to load models in seconds with a tiny memory footprint. This project proves you can build production-grade AI servers from scratch, eliminating complex dependencies while still supporting NVIDIA, AMD, and Apple hardware. It is a compelling look at how raw engineering can strip away bloat to deliver speed and simplicity for developers who need efficiency over convenience.

🆔 @hackernewsgithubprojects

📦 sylphai-inc/atskills

The End of Skill Installation

A new protocol called atskills treats agent skills like simple files you read on demand, rather than software you install. By using a file path as the address, the system loads instructions only when needed and leaves no permanent trace in your agent's memory. This solves the problem of clutter, where unused skills consume valuable space and create confusion. It turns a messy catalog into a clean, readable tree where you grab exactly what you need without any setup. The result is a cleaner workflow where your tools remain uncluttered and ready for action.

🆔 @hackernewsgithubprojects

📦 sunblaze-ucb/vero

Vero: Testing if AI Code is Actually Correct

Vero is the benchmark that finally checks if AI-written code actually works. While other tools just ask an agent to write code, this project forces it to prove that code is correct using a formal logic system called Lean. The problem it solves is that AI can sound confident while being completely wrong. Vero takes real software from things like banking ledgers and cryptography and turns them into puzzles. The AI agent has to write the code and then build a mathematical proof that the code follows the rules. If the agent can't prove it, the code is rejected.

🆔 @hackernewsgithubprojects

📦 caviraoss/pagelm

PageLM: The AI That Studies For You

Stop reading dry PDFs and start actually learning with PageLM. This open source tool takes your messy lecture notes or textbooks and turns them into interactive quizzes, flashcards, and even custom AI podcasts you can listen to on your commute. It’s like having a personal tutor that digests the heavy lifting for you so you can focus on understanding the material instead of just memorizing it. The best part is that it’s built to be fully customizable, letting you swap between different AI models to match your specific study style.

🆔 @hackernewsgithubprojects

📦 rai-opensource/vernata

How Vernata Teaches Robots to See Without Labels

Vernata is the self-supervised learning framework that teaches computers to understand outdoor LiDAR point clouds without expensive human labels. Developed by researchers at the Robotics and AI Institute, this new method uses a clever multi-teacher distillation approach to solve a major problem in robotics. The system uses a high-resolution 2D image model to provide semantic hints to a 3D point cloud model, allowing it to learn fine-grained features from unlabeled data. By combining sparse view augmentation with a memory bank, Vernata creates representations that remain robust even when sensor data is noisy or incomplete.

🆔 @hackernewsgithubprojects

📦 swordandsnow/mm26-ags

The Thinking Trick for AI Vision

Make multimodal AI think faster without losing accuracy. This new tool, AGS, solves a major problem where visual models often get stuck in deep reasoning loops that waste time and energy. Instead of forcing the model to constantly generate text for every thought, this system watches how the AI is paying attention to the image. If the focus is on seeing, it switches to a fast, hidden mode. If it needs to solve a logic puzzle, it flips back to normal text reasoning. This is a training-free hack that works instantly on existing models, letting them process complex images much more efficiently.

🆔 @hackernewsgithubprojects

📦 cesarferreira/rip

The Easiest Way To Kill Processes In Your Terminal

Your terminal has a hidden superpower that lets you hunt down misbehaving software like a hawk. This tool, called rip, solves the headache of trying to kill background processes that are hogging your computer's resources. Instead of digging through endless, confusing lists of numbers, it shows you a clean, interactive dashboard where you can just type a few letters to find what you need. It’s like having a targeted radar for your system. You can spot the troublemakers eating up memory or CPU, pick them out, and send them away with a simple command.

🆔 @hackernewsgithubprojects

📦 kubara-io/kubara

Kubara: The Single Binary for Kubernetes Platforms

Kubara takes the chaotic, multi-hour process of setting up a production-ready Kubernetes cluster and boils it down to a single command. It’s a lightweight Go binary that handles the heavy lifting of bootstrapping your platform, automatically installing Argo CD and applying industry-proven best practices for you. The real magic is in its GitOps-first workflow: instead of manually wrestling with endless YAML files, you simply define your environment, and Kubara generates the reproducible artifacts and provisions the entire stack. It’s built for scale, supporting multi-cluster setups out of the box. If you’re looking to turn complex infrastructure into a simple, repeatable process, this tool is your shortcut.

📰 https://news.ycombinator.com/item?id=49327257

🆔 @hackernewsgithubprojects

📦 eri64/dsh-claude-ux

The AI Plugin That Cuts Conversations Off

DSH Claude UX is the chat plugin that mimics how major AI companies handle risky conversations. It works locally to detect user traits like time zones and browser settings to enforce regional rules without sending data off your machine. The standout feature is its ability to gracefully end abusive chats. Instead of just blocking text, it warns users first and then terminates the session entirely if they continue, much like a real support agent walking away. This project solves the problem of unwanted interactions in local AI setups by giving the bot the autonomy to stop talking.

📰 https://news.ycombinator.com/item?id=49322653

🆔 @hackernewsgithubprojects

📦 meridiona/meridian

Meridian Writes Your Standup For You

Meridian quietly watches your screen to rebuild your entire workday into a searchable timeline, saving every hour of your focus so you never have to guess what you actually did. It cuts through the noise of app switching and idle time to figure out exactly which project you were tackling, then automatically drafts your ticket updates and standup notes for you to review. This tool removes the mental tax of remembering your past work, turning a chaotic day of coding into a clean, ready-to-post summary. It’s the perfect fix for developers who lose track of their progress, ensuring your contributions are visible without you having to type a single word.

📰 https://news.ycombinator.com/item?id=49318130

🆔 @hackernewsgithubprojects

📦 babon-innovations-b-v/movalytics

Movalytics: Clinical Angles Without Kinematics

Movalytics pulls precise clinical joint angles directly from raw body model rotation matrices, completely bypassing the heavy inverse kinematics steps that usually slow down motion analysis. This Python package acts as a fast bridge between digital avatars and real-world medical data, converting simple rotation data into standard joint movements like knee flexion or hip rotation. The system uses a unique calibration method to map these movements accurately, delivering results with sub-millisecond speed per joint. It is a free research tool designed to help scientists and developers turn computer vision outputs into usable clinical metrics without complex modeling software.

🆔 @hackernewsgithubprojects

📦 realfakenerd/openskyrim

OpenSkyrim: Skyrim Without Loading Screens

OpenSkyrim is building a modern, open-source engine for Skyrim that completely eliminates loading screens. By converting old game files into modern formats like glTF and KTX2, the engine streams assets in real-time, letting you walk from a dungeon straight into the city without ever waiting. This project, inspired by OpenMW, uses Rust and the Bevy engine to handle everything from physics to a new scripting system, aiming for smooth, high-performance gameplay on both desktop and mobile. It’s a massive technical undertaking to bring a classic game into the modern era with zero interruptions, and it’s a fascinating look at how engine reimplementation works.

📰 https://news.ycombinator.com/item?id=49327662

🆔 @hackernewsgithubprojects

📦 danielle34/cavewoman

Cavewoman: Why Talking Like a Caveman Costs You More

CAVEWOMAN is a benchmark that reveals why talking to AIs like a caveman actually costs you more money. The project strips language down to bare nouns and numbers across nine different models to see what breaks. Surprisingly, compressing your input prompts makes models write longer, more expensive replies to compensate for the missing context. On the other hand, forcing the AI to speak in short, blunt sentences genuinely saves you up to three times the money on API fees. It is a clever, data-driven way to find out exactly where your token budget is leaking. Stop guessing which style is efficient and just check the numbers.

🆔 @hackernewsgithubprojects

📦 aigeeksgroup/anydepth

AnyDepth: The Tiny Depth Engine

AnyDepth is the depth estimation framework that shrinks the heavy lifting part by eighty-five percent without losing the accuracy. If your computer vision project needs to figure out how far objects are from the camera, this tool plugs right in and does the job with a fraction of the brain power. It uses a compact decoder that cuts down the mathematical work, making it fast enough to run smoothly on tiny, low-power hardware like a Jetson card. You get professional grade depth maps while keeping your system light and efficient. It is the smart, lightweight way to add spatial awareness to your AI models.

🆔 @hackernewsgithubprojects