Ciprian Cimpan cip8

Running docker-compose as a systemd service

Files

File	Purpose
`/etc/compose/docker-compose.yml`	Compose file describing what to deploy
`/etc/systemd/system/docker-compose-reload.service`	Executing unit to trigger reload on `docker-compose.service`
`/etc/systemd/system/docker-compose-reload.timer`	Timer unit to plan the reloads
`/etc/systemd/system/docker-compose.service`	Service unit to start and manage docker compose

Tutorial: GEPA for Quantitative Trading Strategies

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.

The Vision: Autonomous Trading Research with Theme Specialization

This implementation realizes Kagen Atkinson's vision of an autonomous LLM-powered trading system with:

Theme-based Specialization: --theme flag for different strategy types (as Kagen intended)
Offline Research Loop (test_gepa_enhanced.py): GEPA evolves theme-specific prompts through reflective optimization
Deterministic Execution (run_gepa_trading.py): Uses evolved prompts for strategy generation and backtesting

	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