💡 hyprwm/Hyprland just hit the trending charts — here's why it matters.

🔗 https://github.com/hyprwm/Hyprland
📝 Hyprland is an independent, highly customizable, dynamic tiling Wayland compositor that doesn't sacrifice on its looks.
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Meet Hyprland, a dynamic tiling Wayland compositor that's all about delivering a seamless user experience without compromising on looks. It's designed to be highly customizable, with features like gradient borders, blur, animations, and shadows. What sets Hyprland apart is its independence - it doesn't rely on other compositors like wlroots or libweston.

To get started with Hyprland, you can follow the installation guide, and then dive into the quick start tutorial to explore its capabilities. The compositor also offers a range of configuration options to tailor it to your needs.

Some of the key features of Hyprland include powerful plugin support, custom bezier curves for animations, and tearing support for better gaming performance. It's also designed to be easily expandable, with a readable codebase and fast development.

Whether you're a developer or just a user looking for a highly customizable Wayland compositor, Hyprland is worth checking out. With its bleeding-edge features and active community, it's an exciting project to watch.
In short, Hyprland is the perfect blend of form and function - beauty and brains. Experience the future of window management with Hyprland: where looks meet performance.

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🧠 Channel: https://xn--r1a.website/GithubRe

💡 Pumpkin-MC/Pumpkin just hit the trending charts — here's why it matters.

🔗 https://github.com/Pumpkin-MC/Pumpkin
📝 Empowering everyone to host fast and efficient Minecraft servers.
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Pumpkin is a fast and efficient Minecraft server built entirely in Rust, focusing on performance, compatibility, security, flexibility, and extensibility. It supports the latest Java and Bedrock Minecraft server versions, while adhering to Vanilla game mechanics. The server features multi-threading for maximum speed, highly configurable settings, and a foundation for plugin development.

To get started, check out the Quick Start guide. Pumpkin is ideal for Minecraft enthusiasts and developers looking for a customizable and efficient server experience.

Pumpkin is currently under heavy development, but it's already showing great promise.
One-liner takeaway: Pumpkin is the future of Minecraft servers, built for speed, security, and customization.

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🧠 Channel: https://xn--r1a.website/GithubRe

🚀 Stop Maintaining Scrapers. Start Shipping Products.

Build AI products, not scraping infrastructure.

CoreClaw provides ready-to-use Workers & APIs for 1000+ websites — including Google Maps, Instagram, Facebook, YouTube, Amazon, Tiktok and Google Search Scraper.

✔️ No infrastructure
✔️ No proxy management
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🎁 Create a free account. Get free credits. Explore every Worker.

👉 https://coreclaw.com

🔥 dottxt-ai/outlines is trending — and it deserves your attention.

🔗 https://github.com/dottxt-ai/outlines
📝 Structured Outputs
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Introducing Outlines: A game-changing tool for structured outputs from Large Language Models (LLMs). Outlines guarantees predictable and valid output structures, eliminating the need for post-generation parsing or regex.

Key Features:
- Works with any model: Same code runs across multiple LLMs
- Simple integration: Pass your desired output type using model(prompt, output_type)
- Guaranteed valid structure: No more parsing headaches
- Provider independence: Switch models without changing code

Usage:
1. Install outlines using pip install outlines
2. Connect to your preferred model
3. Start generating structured outputs with model(prompt, output_type)

Technical Highlights:
- Built with Pydantic models for defining output structures
- Supports union types for handling incomplete data
- Integrates with popular LLMs like OpenAI and vLLM

Audience:
Outlines is perfect for developers, data scientists, and anyone working with LLMs who want to streamline their output processing and improve overall efficiency.

In a nutshell, Outlines revolutionizes LLM output processing by ensuring structured and predictable results - say goodbye to parsing headaches!

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🧠 Channel: https://xn--r1a.website/GithubRe

Your AI helper right in your messenger — in 5 minutes, free

Amplify (UK) plugs an AI agent straight into your Telegram, WhatsApp, Slack, WeChat, or Discord. Not just a GPT chat — an assistant that reaches into the real world.

Handles it all: emails, reminders, spreadsheets, Telegram-channel digests, image and video generation, PDFs, Google Drive, Notion. Send it voice notes on the go — it gets everything.

Pricing: $10/mo + pay-as-you-go for the AI model, all costs transparent and tracked. Already have OpenAI subscription? Link it and skip paying for the model.

🎁 Promo code CODEPROGRAMMER2 → 2 months free + $10 credit. Bring someone in — another month free.

https://getamplify.team/

🚀 Meet block/buzz: a gem from today's GitHub trending list.

🔗 https://github.com/block/buzz
📝 A hive mind communication platform
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Buzz is a self-hostable workspace where humans and AI agents collaborate in the same rooms. It's built on a Nostr relay, where every message, reaction, and event is a signed event in one log. Key features include agents that can open repos, send patches, review code, and run workflows, all with the same affordances as human teammates. Channels are used to organize conversations, and agents can be added to channels just like people.

The workspace is designed to feel like a team workspace, but under the hood, it's an event log with a strong focus on Rust and a single source of truth: the relay. Buzz is suitable for developers and teams looking for a collaborative workspace where humans and AI agents can work together seamlessly.

To get started, you can grab a packaged build from the latest release or build and run from source using Docker and Hermit. The architecture is designed as a Rust workspace with focused crates, and the relay is the single source of truth.

Buzz is perfect for teams who want to streamline their workflow and collaboration - it's a workspace where humans and agents build together, on a relay you own.

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🧠 Channel: https://xn--r1a.website/GithubRe

📌 Spotted on GitHub Trending: koala73/worldmonitor — let's break it down.

🔗 https://github.com/koala73/worldmonitor
📝 Real-time global intelligence dashboard. AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface
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World Monitor is a real-time global intelligence dashboard that aggregates news, tracks geopolitics, and monitors infrastructure. It features 500+ curated news feeds, a dual map engine, and cross-stream correlation for signal convergence. The platform is built with Vanilla TypeScript, Vite, and Ollama for AI/ML capabilities.

Key features include a Country Instability Index (CII), finance radar, and local AI for offline use. The platform has 6 site variants and supports 25 languages. It's also available as a native desktop app for macOS, Windows, and Linux.

Developers can access the platform through a REST API, CLI, or SDKs for Python, Ruby, and Go. The project is licensed under AGPL-3.0-only and welcomes contributions.

Whether you're a researcher, developer, or simply curious, World Monitor is an invaluable resource for staying informed about global events. Get started today and discover a new way to monitor the world! Stay ahead of the curve with World Monitor — your one-stop shop for global intelligence.

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🧠 Channel: https://xn--r1a.website/GithubRe

🌟 shiyu-coder/Kronos caught my eye on GitHub Trending today.

🔗 https://github.com/shiyu-coder/Kronos
📝 Kronos: A Foundation Model for the Language of Financial Markets
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Kronos is the first open-source foundation model specifically designed for the "language" of financial markets, trained on data from over 45 global exchanges. The model leverages a novel two-stage framework, using a specialized tokenizer to quantize continuous, multi-dimensional K-line data into hierarchical discrete tokens, and a large, autoregressive Transformer for pre-training. Kronos is designed to handle the unique, high-noise characteristics of financial data, making it a unified model for diverse quantitative tasks.

Key features of Kronos include:
- A family of pre-trained models with varying capacities to suit different computational and application needs
- A live demo for visualizing forecasting results
- A model zoo with readily accessible models from the Hugging Face Hub
- Finetuning scripts for adapting Kronos to your own datasets

To get started with Kronos, you can:
- Install the dependencies using pip install -r requirements.txt
- Load a pre-trained Kronos model and its corresponding tokenizer from the Hugging Face Hub
- Use the KronosPredictor class for straightforward forecasting

Kronos is suitable for quantitative analysts, data scientists, and researchers working with financial time series data. The model's ability to handle high-noise characteristics of financial data makes it a valuable tool for predicting market trends and making informed investment decisions.

Takeaway: Kronos is a powerful open-source foundation model that can revolutionize the way you analyze and predict financial markets, so start exploring its capabilities today!

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🧠 Channel: https://xn--r1a.website/GithubRe