JustinAngel2

NanoChat: Comprehensive Codebase Analysis

Analysis Date: 2025-10-13 Total Lines of Code: ~6,326 lines (Python + Rust) Source Files: 35 files Core Philosophy: Single, cohesive, minimal, readable, hackable, maximally-forkable "strong baseline"

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Executive Summary

JustinAngel2

# NXT Agent Prompt — Simulated Psychotherapy Clients Feature Mining (2023–Present)
**Version:** 1.0  
**Owner:** NXT Project  
**Purpose:** Build a reproducible corpus and an **engineer-ready, parameterized feature taxonomy** of *simulated psychotherapy clients* used with LLM therapists (2023–present), with quotes and links as evidence.

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## 0) TL;DR for the Agent
- Gather **≥100** unique psychotherapy LLM papers (2023–present).
- Save PDFs, deduplicate, and **categorize** each paper as **A/B/C/D** (definitions below).

JustinAngel2

Calculate the weight of each ingredient required to make a 600g of ice-cream with the following ingredients. The ingredients are listed below, their nuitritional information, how to calculate ice-cream stats for ingredients, ice-cream stats for recipes, and the rules for the ideal ice-cream stats.

Use the following ingredients with the following nutritional information: 
* Non dairy milk - califia coocnut almond milk. portion size: 226g. in each portion there's the following content: protein 1g, carbs 1g, sugars 0g, fat 4g.
* non dairy cream - silk soy cream. portion size: 14.3g. in each portion there's the following content: protein 0g, carbs 0g, sugars 0g, fat 5g.
* Black sesame paste. portion size: 100g. in each portion there's the following content: protein 19.4g, carbs 17.4g, sugars 0g, fat 57.5g. 
* Table sugar. portion size: 100g. in each portion there's the following content: protein 0g, carbs 99.98g, sugars 99.81g, fat 0g.
* Glucose powder. portion size: 100g. in each portion there's the following c

JustinAngel2

Use the following ingredients with the following nutritional information: 
* Non dairy milk - califia coocnut almond milk. portion size: 226g. in each portion there's the following content: protein 1g, carbs 1g, sugars 0g, fat 4g.
* non dairy cream - silk soy cream. portion size: 14.3g. in each portion there's the following content: protein 0g, carbs 0g, sugars 0g, fat 5g.
* Black sesame paste. portion size: 100g. in each portion there's the following content: protein 19.4g, carbs 17.4g, sugars 0g, fat 57.5g. 
* Table sugar. portion size: 100g. in each portion there's the following content: protein 0g, carbs 99.98g, sugars 99.81g, fat 0g.
* Glucose powder. portion size: 100g. in each portion there's the following content: protein 0g, carbs 92g, sugars 92g, fat 0g.
* Ice cream stabalizer. portion size: 100g. in each portion there's the following content: protein 4g, carbs 86g, sugars 9g, fat 0g.

Notes on ingredients: 
* Water is 100% liquids. Don't add any. 

JustinAngel2

# import the main window object (mw) from aqt
from aqt import mw
# import the "show info" tool from utils.py
from aqt.utils import showInfo, qconnect
# import all of the Qt GUI library
from aqt.qt import *

# We're going to add a menu item below. First we want to create a function to
# be called when the menu item is activated.