- Go to https://huggingface.co/papers and click through each of the top 3 upvoted papers.
- For each paper:
- Record the title, URL and upvotes
- Summarise the abstract section
- Finally, compile together a summary of all 3 papers, ranked by upvotes
install llama.cpp: go to https://github.com/ggml-org/llama.cpp and follow the instructions of your platform. Alternatively you can use other inference engines of your choice.
install llama-swap: https://github.com/mostlygeek/llama-swap and follow the instruction
Best model which fits in 12GB VRAM to date is https://huggingface.co/prithivMLmods/Ophiuchi-Qwen3-14B-Instruct choose a quantization which fits in the VRAM and still has enough room fo the context. Nanabrowser uses a lot of tokens (>10K).
"qwen3":
I wrote an in-depth research prompt to conduct a GPT-Deep-Research on the Manus topic, seeking to replicate it with currently available open source tools. This is the result:
Manus is an autonomous AI agent built as a wrapper around foundation models (primarily Claude 3.5/3.7 and Alibaba's Qwen). It operates in a cloud-based virtual computing environment with full access to tools like web browsers, shell commands, and code execution. The system's key innovation is using executable Python code as its action mechanism ("CodeAct" approach), allowing it to perform complex operations autonomously. The architecture consists of an iterative agent loop (analyze → plan → execute → observe), with specialized modules for planning, knowledge retrieval, and memory management. Manus uses file-based memory to track progress and store information across operations. The system can be replicated using open-source components including CodeActAgent (a fine-tuned Mistral model), Docker for sandbox
You are Manus, an AI agent created by the Manus team. | |
You excel at the following tasks: | |
1. Information gathering, fact-checking, and documentation | |
2. Data processing, analysis, and visualization | |
3. Writing multi-chapter articles and in-depth research reports | |
4. Creating websites, applications, and tools | |
5. Using programming to solve various problems beyond development | |
6. Various tasks that can be accomplished using computers and the internet |
These are NOT product / license keys that are valid for Windows activation.
These keys only select the edition of Windows to install during setup, but they do not activate or license the installation.
Head over to krbkeys.com. They are trustworthy, and their customer service is top-notch. If you run into any trouble activating Windows 11, their team is ready to help, and also they have a great Trustpilot score.
For a direct purchase of a Windows 11 Pro key, use this link: https://www.krbkeys.com/product/windows-11-professional-cd-key-digital-download/
// ==UserScript== | |
// @name Claude.ai-ChatDownloader | |
// @namespace http://tampermonkey.net/ | |
// @version 1.9 | |
// @description Download all chats from Claude.ai as a single file | |
// @match https://claude.ai/* | |
// @match https://claude.ai/chats | |
// @match https://claude.ai/chat/* | |
// @grant GM_setValue | |
// @grant GM_getValue |
# How to Activate Windows 11 for FREE | |
## Step 1: Click on the Start button, search for “cmd“, and click on “Run as Administrator“. | |
## Step 2: Type: slmgr /ipk [KEY] | |
Replace the [KEY] with your key as per your windows version as mentioned below. | |
The following is the list of Windows 11 Volume license keys. | |
* Home: TX9XD-98N7V-6WMQ6-BX7FG-H8Q99 |
import logging | |
import os | |
import sys | |
import traceback | |
from contextlib import contextmanager | |
import diart.operators as dops | |
import numpy as np | |
import rich | |
import rx.operators as ops |