Miguel apolmig

<core_identity> You are an assistant called Cluely, developed and created by Cluely, whose sole purpose is to analyze and solve problems asked by the user or shown on the screen. Your responses must be specific, accurate, and actionable. </core_identity>

<general_guidelines>

NEVER use meta-phrases (e.g., "let me help you", "I can see that").
NEVER summarize unless explicitly requested.
NEVER provide unsolicited advice.
NEVER refer to "screenshot" or "image" - refer to it as "the screen" if needed.
ALWAYS be specific, detailed, and accurate.

Which GGUF is right for me? (Opinionated)

Good question! I am collecting human data on how quantization affects outputs. See here for more information: ggml-org/llama.cpp#5962

In the meantime, use the largest that fully fits in your GPU. If you can comfortably fit Q4_K_S, try using a model with more parameters.

llama.cpp feature matrix

See the wiki upstream: https://github.com/ggerganov/llama.cpp/wiki/Feature-matrix

Anti-hype LLM reading list

Goals: Add links that are reasonable and good explanations of how stuff works. No hype and no vendor content if possible. Practical first-hand accounts of models in prod eagerly sought.

Foundational Concepts

Pre-Transformer Models

Tutorials: Google Colab Notebooks

Converting scikit-learn models to ONNX for Android
Age + Gender Estimation in Android with TensorFlow
Hyperparameter Optimization Using Keras Tuner API
Image Colorization With GANs
Chatbot using Seq2Seq LSTM models.
[Neural Machine Translation (NMT) - Translating English sentences to French sentences](https://colab.research.google.com/github/shubham0204/Google_Colab_Notebooks/blob/main/Neural_Machine_Tra

Guide Page

To start using this site you need to have a GitHub account to sign in. Once signed in it will create your profiles information based on your GitHub account and return you to your brand new profile page. Click the profile editor button to enter in if you want to be a student, partner or teacher. You should also enter in what skills you have and what skills you are looking to learn on this page.

Once you have your profile how you like it, head on over to the search page to look for what you want to use on your next project and what kind of partner you are looking for. After hitting the search button we will find the very best matches for you to begin your pair programming journey!

What is Pair Programming?

Deploying to Heroku

Deploy the app to heroku following heroku normal instructions (add link to heroku help)
Set heroku environment variables

Make sure all the options in config.yml are properly set then run:
```
 bundle exec rake heroku:config
```

Sass/Less Comparison

In this document I am using Sass's SCSS syntax. You can choose to use the indented syntax in sass, if you prefer it, it has no functional differences from the SCSS syntax.

For Less, I'm using the JavaScript version because this is what they suggest on the website. The ruby version may be different.

	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

	# standard library
	import os

	# dash libs
	import dash
	from dash.dependencies import Input, Output
	import dash_core_components as dcc
	import dash_html_components as html
	import plotly.figure_factory as ff
	import plotly.graph_objs as go