riverron

## microgpt.py
"""
The most atomic way to train and inference a GPT in pure, dependency-free Python.
This file is the complete algorithm.
Everything else is just efficiency.

@karpathy
"""

import os       # os.path.exists
import math     # math.log, math.exp

## setup.md

      
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                riverron
                / setup.md
            
            
              Created
              February 14, 2026 11:30
                — forked from dabit3/setup.md
            
              
                How to set up OpenClaw on Digital Ocean
              
          
    OpenClaw on DigitalOcean

1. Create a Droplet

Ubuntu 24.04 LTS, nearest region
2. Select Premium AMD

2 GB RAM / 1 AMD CPU / 50 GB NVMe
3. SSH into server


## agent loop
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

## *notepad.ipynb

      
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                riverron
                / *notepad.ipynb
            
            
              Created
              August 16, 2024 01:21
                — forked from ruvnet/*notepad.ipynb
            
              
                ruv-metaprompt.ipynb
              
          
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	"""
	The most atomic way to train and inference a GPT in pure, dependency-free Python.
	This file is the complete algorithm.
	Everything else is just efficiency.

	@karpathy
	"""

	import os # os.path.exists
	import math # math.log, math.exp
	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