Daniel Sobrado danielsobrado

Roo Code Workflow: An Advanced LLM-Powered Development Setup

This gist outlines a highly effective and cost-optimized workflow for software development using Roo Code, leveraging a multi-model approach. This setup has been successfully used to build working applications, such as Baccarat game simulations with betting strategy analysis, and my personal portfolio site.

Core Components & Model Allocation

The power of this setup lies in strategically assigning different Large Language Models (LLMs) to specialized "modes" within Roo Code, optimizing for performance, cost, and specific task requirements.

Purpose

Bootstrap knowledge of LLMs ASAP. With a bias/focus to GPT.

Avoid being a link dump. Try to provide only valuable well tuned information.

Prelude

Neural network links before starting with transformers.

Rust Cheat Sheet

Variables & Mutability

Variables are immutable by default. This makes Rust safer and makes concurrency easier.
Immutable means once a value is bound to that variable, it cannot be changed.
For example:

fn main() {
 let x = 5;

	//usr/bin/env jbang "$0" "$@" ; exit $?

	//DEPS io.smallrye.reactive:smallrye-mutiny-vertx-web-client:1.1.0
	//DEPS io.smallrye.reactive:mutiny:0.7.0
	//DEPS org.slf4j:slf4j-nop:1.7.30

	package io.vertx.mutiny.retry;

	import io.smallrye.mutiny.Uni;
	import io.vertx.mutiny.core.Vertx;

	//usr/bin/env jbang "$0" "$@" ; exit $?

	//DEPS io.smallrye.reactive:smallrye-mutiny-vertx-web-client:1.1.0
	//DEPS io.smallrye.reactive:mutiny:0.7.0
	//DEPS org.slf4j:slf4j-nop:1.7.30

	package io.vertx.mutiny.pagination;

	import io.smallrye.mutiny.Multi;
	import io.smallrye.mutiny.Uni;

	from requests import get
	import threading
	from time import sleep
	from pandas import Series
	from datetime import datetime

	# Function get information in json format from Yahoo Finance
	def stream(
	symbol,
	callback=None,

	package com.example.demo;

	import org.springframework.boot.SpringApplication;
	import org.springframework.boot.autoconfigure.SpringBootApplication;
	import org.springframework.cloud.stream.annotation.EnableBinding;
	import org.springframework.cloud.stream.annotation.Input;
	import org.springframework.cloud.stream.annotation.Output;
	import org.springframework.cloud.stream.annotation.StreamListener;
	import org.springframework.messaging.MessageChannel;
	import org.springframework.messaging.SubscribableChannel;

	from requests import get
	import threading
	from time import sleep

	# Función que usa un llamada para tomar la información en formato json de la api pública
	def get_pi(callback=None, base='EUR', wait_time=1, verbose=False):
	while True:
	response = get(
	f'https://api.piexchange.io/v1/public/instrument/ticker/PIT{base}')
	info_dict = response.json()

Daniel Sobrado danielsobrado

Roo Code Workflow: An Advanced LLM-Powered Development Setup

Core Components & Model Allocation

Purpose

Prelude

Rust Cheat Sheet

Variables & Mutability

golang offline module dependencies download

Using go mod vendor

0 - With an existing module

0bis - New module