This guide documents how to use Factory's Droid CLI with your Claude Code Max subscription (OAuth authentication) instead of pay-per-token API keys. The solution leverages CLIProxyAPI as a transparent authentication proxy that converts API key requests from Factory CLI into OAuth-authenticated requests for Anthropic's API.
Factory CLI → [Anthropic Format + API Key] → CLIProxyAPI → [Anthropic Format + OAuth] → Anthropic API
↓
(Auth Header Swap)
In this tutorial, we optimize GPT-4.1 Mini's Chain of Thought (dspy.ChainOfThought) for generating profitable trading strategies using the dspy.GEPA optimizer! We demonstrate how to evolve prompts for different strategy themes (momentum, mean reversion, breakout, arbitrage, volume) with proper risk management.
This implementation realizes Kagen Atkinson's vision of an autonomous LLM-powered trading system with:
--theme flag for different strategy types (as Kagen intended)test_gepa_enhanced.py): GEPA evolves theme-specific prompts through reflective optimizationrun_gepa_trading.py): Uses evolved prompts for strategy generation and backtesting
Beast Mode is a custom chat mode for VS Code agent that adds an opinionated workflow to the agent, including use of a todo list, extensive internet research capabilities, planning, tool usage instructions and more. Designed to be used with 4.1, although it will work with any model.
Below you will find the Beast Mode prompt in various versions - starting with the most recent - 3.1
| from typing import Dict, Union | |
| from huggingface_hub import get_safetensors_metadata | |
| import argparse | |
| import sys | |
| # Example: | |
| # python get_gpu_memory.py Qwen/Qwen2.5-7B-Instruct | |
| # Dictionary mapping dtype strings to their byte sizes | |
| bytes_per_dtype: Dict[str, float] = { |
| # THIS LINUX SETUP SCRIPT HAS MORPHED INTO A WHOLE PROJECT: HTTPS://OMAKUB.ORG | |
| # PLEASE CHECKOUT THAT PROJECT INSTEAD OF THIS OUTDATED SETUP SCRIPT. | |
| # | |
| # | |
| # Libraries and infrastructure | |
| sudo apt update -y | |
| sudo apt install -y \ | |
| docker.io docker-buildx \ | |
| build-essential pkg-config autoconf bison rustc cargo clang \ |
| // The builder pattern makes it really hard to return errors during a build | |
| // step. Consider using functional options instead, which work much better with | |
| // incremental errors. | |
| // Let's say you have the builder pattern. | |
| type T struct { ... } | |
| func (t *T) A(arg string) *T { | |
| // do stuff here with t and arg | |
| return t |
| import type { SchemeOptions } from '@nuxtjs/auth-next/dist'; | |
| import BaseScheme from '@nuxtjs/auth-next/dist/schemes/_scheme'; | |
| import * as firebase from 'firebase/app'; | |
| import 'firebase/auth'; | |
| import jwt from 'jsonwebtoken'; | |
| import memoizer from 'lru-memoizer'; | |
| import fetch from 'node-fetch'; | |
| const DEFAULTS: SchemeOptions = { | |
| name: 'firebase', |
| ipv6_regex := `^(([0-9a-fA-F]{1,4}:){7,7}[0-9a-fA-F]{1,4}|([0-9a-fA-F]{1,4}:){1,7}:|([0-9a-fA-F]{1,4}:){1,6}:[0-9a-fA-F]{1,4}|([0-9a-fA-F]{1,4}:){1,5}(:[0-9a-fA-F]{1,4}){1,2}|([0-9a-fA-F]{1,4}:){1,4}(:[0-9a-fA-F]{1,4}){1,3}|([0-9a-fA-F]{1,4}:){1,3}(:[0-9a-fA-F]{1,4}){1,4}|([0-9a-fA-F]{1,4}:){1,2}(:[0-9a-fA-F]{1,4}){1,5}|[0-9a-fA-F]{1,4}:((:[0-9a-fA-F]{1,4}){1,6})|:((:[0-9a-fA-F]{1,4}){1,7}|:)|fe80:(:[0-9a-fA-F]{0,4}){0,4}%[0-9a-zA-Z]{1,}|::(ffff(:0{1,4}){0,1}:){0,1}((25[0-5]|(2[0-4]|1{0,1}[0-9]){0,1}[0-9])\.){3,3}(25[0-5]|(2[0-4]|1{0,1}[0-9]){0,1}[0-9])|([0-9a-fA-F]{1,4}:){1,4}:((25[0-5]|(2[0-4]|1{0,1}[0-9]){0,1}[0-9])\.){3,3}(25[0-5]|(2[0-4]|1{0,1}[0-9]){0,1}[0-9]))$` | |
| ipv4_regex := `^(((25[0-5]|2[0-4][0-9]|[01]?[0-9][0-9]?)(\.|$)){4})` | |
| domain_regex := `^(?:[a-z0-9](?:[a-z0-9-]{0,61}[a-z0-9])?\.)+[a-z0-9][a-z0-9-]{0,61}[a-z0-9]$` | |
| match, _ := regexp.MatchString(ipv4_regex+`|`+ipv6_regex+`|`+domain_regex, host) | |
| if match { | |
| fmt.Println("Input is valid") | |
| } else { | |
| fmt.Println("Given input does not match") | |
| re |
| { | |
| "categories": [{ | |
| "name": "action", | |
| "key": "action", | |
| "icons": [{ | |
| "id": "ic_3d_rotation", | |
| "name": "3d rotation", | |
| "group_id": "action", | |
| "keywords": ["action, 3d, rotation"], | |
| "ligature": "3d_rotation", |