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1. Introduction
Introducing DeepSeek-VL2, an advanced series of large Mixture-of-Experts (MoE) Vision-Language Models that significantly improves upon its predecessor, DeepSeek-VL. DeepSeek-VL2 demonstrates superior capabilities across various tasks, including but not limited to visual question answering, optical character recognition, document/table/chart understanding, and visual grounding. Our model series is composed of three variants: DeepSeek-VL2-Tiny, DeepSeek-VL2-Small and DeepSeek-VL2, with 1.0B, 2.8B and 4.5B activated parameters respectively
DeepSeek-VL2 achieves competitive or state-of-the-art performance with similar or fewer activated parameters compared to existing open-source dense and MoE-based models.
15. DeepSeek-VL2: MoE Vision-Language Models for Advanced Multimodal Understanding
🔗 Website:
📅 Published On: Wed, 01 Jan 2025 09:28:32 GMT

Static low-bandwidth search at scale
Pagefind
Pagefind is a fully static search library that aims to perform well on large sites, while using as little of your users’ bandwidth as possible, and without hosting any infrastructure.
The full documentation on using Pagefind can be found at
16. Pagefind: Static low-bandwidth search at scale
🔗 Website:
📅 Published On: Wed, 01 Jan 2025 07:25:45 GMT
Ergo S-1 Wireless Keyboard
Firmware:
Customize the keyboard layout:
What Is it?
The Ergo S-1 is a fully wireless, split ergonomic keyboard that is compatible with cherry/gateron switches and cherry/oem/dcs keycaps. It runs on the fantastic ZMK firmware.
Why Is It?
I love ergonomic keyboards. My first keyboard that I built was an Atreus, and how accessible that was for a beginner stuck with me. While I was unemployed in 2021 I spent my time designing an ergonomic keyboard that would be easy for a anyone to build.
This is the first step in acheiving that goal. The cases are designed to give you easy access to the switches for hand wiring. There's a parts list included for everything else that you'll need.
What Switches / Keycaps Can I…
📂 GitHub Repository: /
18. Computesim, learn compute shaders and control flow
🔗 Website:
📅 Published On: Wed, 01 Jan 2025 06:42:33 GMT

This repository contains our latest research focused on enhancing the accuracy of large language models (LLMs) in mathematical applications.
Dac-LLM
This repository showcases our recent research aimed at improving the accuracy of large language models (LLMs) in mathematical domains. We believe our approach has surpassed previous methods, such as chain-of-thought and graph-of-thought techniques, achieving state-of-the-art performance.
Background
In recent years, numerous prompting methods have been developed to guide large language models (LLMs) in tackling mathematical problems i.e Chain of Thought. However, their mathematical performance still falls short of satisfaction espically without fine tuning or zero-shot prompting. As a result, we have devised a novel approach to enhance this performance, which we call "divide and conquer." Unlike traditional applications of divide and conquer, our method proposes utilizing a programming language, such as Python, combined with an interpreter, simulating the way a human uses a calculator.
Algorithm (2024-12-31 Update)
Dac Algorithm
Explain
Our algorithm primarily focuses on mathematical problems, particularly computational challenges rather than proof-based issues. It first assesses…
📂
GitHub Repository: / presents...
Project.RPG
Building
Requirements
raylib
gcc or clang (but the Makefile assumes gcc for now)
emsdk
make
liblua5.4-dev
- A custom-built version of
liblua.a for the web build
Instructions
- Clone the repository
- Change directory to the repository
- Run the following command:
Linux executable:
WebAssembly executable
You will have to edit some of the hardcoded paths in the emcc instruction.
I will provide details for this in the near future.
Running
Linux
WebAssembly
📂 GitHub Repository: /
21. Typed-Fsm-Zig
🔗 Website:
📅 Published On: Wed, 01 Jan 2025 04:36:02 GMT

A better API for Python asynchronous UDP
AioUDP
A better API for asynchronous UDP
.
A
Here's an example echo server:
import asyncio
import signal
import aioudp
async def main():
async def handler(connection):
async for message in connection:
await connection.send(message)
loop = asyncio.get_running_loop()
stop = loop.create_future()
# Optional. This is for properly exiting the server when Ctrl-C is pressed
# or when the process is killed/terminated
loop.add_signal_handler(signal.SIGTERM, stop.set_result, None)
loop.add_signal_handler(signal.SIGINT, stop.set_result, None)
# Serve the server
async with aioudp.serve("localhost", 9999, handler):
await stop # Serve forever
…
📂 GitHub Repository: /
CyberPAM
Zero Trust Privileged Access Management
🔐 Zero Trust | 🎥 Session Recording | 🌐 Multi-Protocol | 🔒 ABAC Security | 🎨 Beautiful UI
CyberPAM is a comprehensive Zero Trust Privileged Access Management solution designed for secure access to Windows, UNIX systems, and web applications. With its beautiful dark-themed interface and robust security features, it provides enterprise-grade access control and session monitoring capabilities.
I made CyberPAM for my own use, but I'm happy to share it with the community. I've been working with PAM products for years and CyberPAM is the culmination of my experience. Session recording is a must have for any PAM product, and CyberPAM is the best I've seen from an Admin perspective, and user experience. Often implementations of PAM products take a long time to get to production, but not CyberPAM.
is the process of managing access to resources. It…
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