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louzt/README.md

๐Ÿ‘จโ€๐Ÿ’ป David Mireles | Full-Stack Architect & AI Systems Engineer

Header

๐Ÿš€ Full-Stack Developer โ€ข ๐Ÿค– AI Systems Engineer โ€ข ๐ŸŒ SaaS Architect โ€ข โšก Network Performance Specialist

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๐ŸŽฏ Who Am I?

"Day and night, I'm a creator constantly pushing the boundaries of what code can do. High discipline, AI-powered development, and problem-solving is my passion."

I'm a Full-Stack Architect specializing in enterprise-grade SaaS platforms, AI systems engineering, and network performance optimization. From building atomic code generators to optimizing TCP/IP stacks at the kernel level, I thrive on solving complex technical challenges.

  • ๐Ÿข Founder of LOUST - Digital Solutions Company
  • ๐ŸŒ€ Creator of Nexus Engine - Atomized Code Generation System
  • ๐Ÿš€ Developer of NetBoozt - Network Performance Optimizer (+15-20% speed)
  • ๐Ÿค– AI Engineer - Custom MCP servers, CUDA kernels, Bayesian algorithms, incremental systems
  • โšก Systems Architect - Multi-platform SaaS, GraphQL delegation, GPU-on-demand provisioning

๐Ÿ’ผ Enterprise-Level Tech Stack

๐ŸŽจ Frontend Mastery

TypeScript Next.js 15 React 18 Astro TailwindCSS Three.js Shadcn/ui

Specializations:

  • Hybrid Rendering: SSG + SSR with Astro v5.6.1
  • Interactive UIs: React Hook Form, FullCalendar.js, Swiper carousels
  • 3D Graphics: WebGL optimizations, curved text with Three.js
  • Design Systems: Material UI v6.4.7, Headless UI v2.2.0

โš™๏ธ Backend & Infrastructure

Python 3.12 Bun Node.js 22 GraphQL Prisma 6.5 PostgreSQL Redis

Specializations:

  • Atomic Monorepo: 9 packages, 391 .mts files (Nexus Engine V4.0)
  • GraphQL Excellence: Apollo Server v4.11.3, 600+ optimized endpoints
  • Database Design: 42 Prisma models with complex relations
  • Caching Strategies: Redis (70% response time reduction)
  • null-safety: Enterprise-grade null handling patterns

๐Ÿค– AI & Machine Learning

OpenAI CUDA PyTorch OpenCV Whisper

Specializations:

  • Custom CUDA Kernels: GPU provisioning for VPS in Chicago
  • Bayesian Algorithms: Incremental inference systems
  • AI Agents: Qwen Agent 2A2 SDK with 80+ tools, semantic search embeddings
  • LLM Integration: Ollama (Granite 3 Dense 8B), LM Studio, GPT Realtime API
  • Computer Vision: Real-time face detection, object tracking
  • Vector Search: Numba GPU optimizations, 50K embeddings in 188ms

๐ŸŒ DevOps & Cloud

Docker PM2 GitHub Actions Vercel Nginx Linux WSL2

Specializations:

  • VPS Management: Chicago server (167.88.38.25) with GPU delegation
  • CI/CD Pipelines: GitHub Actions + PM2 monitoring
  • MCP Servers: 5 custom Model Context Protocol servers (lazy loading, auto-shutdown)
  • SSH Tunneling: WSL โ†” VPS seamless integration
  • Performance: 99.99% uptime, 5,000+ concurrent users

๐Ÿ”ง Network Engineering

TCP/IP BBR Wireshark

Specializations:

  • TCP Optimization: BBR-like performance on Windows (+15-20% throughput)
  • Network Failover: Intelligent Ethernet โ†” WiFi switching
  • DNS Protection: 7-tier fallback (Cloudflare โ†’ Google โ†’ Quad9 โ†’ Router)
  • Kernel-Level: Custom TCP stack modifications

๐Ÿ† Featured Projects

๐ŸŒ€ Nexus Engine V4.0 - Atomized Code Generation System

Enterprise-grade code generator with atomic architecture - 9 packages, 391 TypeScript files, 58 component templates

๐Ÿ”ฅ Impact: Reduces development time by 70% through intelligent code generation

Tech Stack: Bun 1.0+, TypeScript 5.7+, Prisma 6.5, GraphQL

Key Achievements:

  • ๐Ÿ“ฆ 9 Monorepo Packages: Core, CLI, Helix (generators), Sphere (integrations), Cortex (Next.js), Aether (dashboards)
  • ๐ŸŽจ 58 Component Templates: Production-ready React/Next.js components
  • ๐Ÿ“‚ 100% Barrel Coverage: 58 automated barrel files for clean imports
  • ๐ŸŒ i18n System: 26 translation files (ES + EN)
  • ๐Ÿค– 5 MCP Servers: Intelligent lazy-loading system with PM2
  • โš™๏ธ 28+ Generators: Schema, resolvers, hooks, components, types
  • ๐Ÿ”— 12+ Integrations: Meta Business, Email, Prisma, GraphQL, AI

Architectural Highlights:

// Clean nomenclature with prefixes
nexus_*   โ†’ Core Engine (orchestrator, pipeline, events)
helix_*   โ†’ Generators (barrels, components, API)
sphere_*  โ†’ Integrations (Meta, Email, AI)
cortex_*  โ†’ Next.js Main App
aether_*  โ†’ Standalone Dashboards

// Modular imports
import { DomainPatternAnalyzer } from '@nexus/helix';
import { NexusOrchestrator } from '@nexus/core';

Performance:

  • โšก 3x faster than Node.js (Bun runtime)
  • ๐Ÿ”ง Zero compilation (.mts direct execution)
  • ๐Ÿ›ก๏ธ Type-safe across 391 files
  • ๐Ÿ”„ Replace strategy (no legacy code integration)

๐Ÿฝ๏ธ SypremeMX - Full-Stack Multi-Restaurant Platform

Enterprise platform for restaurants, courses & events - 3,651 files, 125K+ lines, 42 Prisma models

๐Ÿ’ฐ Market Value: $120K-350K USD (estimated by scope)

Tech Stack: TypeScript, Next.js, Astro 5.6.1, React 18, Python, PostgreSQL, Redis, Prisma 6.5

Scale:

  • ๐Ÿ“Š 3,651 Files (excluding node_modules)
  • ๐Ÿ’ป 125,000 Lines of production code
  • ๐Ÿ—„๏ธ 42 Prisma Models with complex relations
  • ๐Ÿ“ฑ 60 Admin Pages for complete business management
  • ๐ŸŒ 8 Public Pages + dynamic subpages
  • ๐Ÿ”Œ 600+ GraphQL Endpoints optimized with Apollo Server

Key Features:

  • ๐Ÿฝ๏ธ Dynamic Reservations: Multi-restaurant with pricing by hour/season/occupancy
  • ๐Ÿ“… Event Management: Workshops, masterclasses, corporate team building
  • ๐ŸŽ“ Course Platform: Digital certificates with QR validation, secure participant access
  • ๐ŸŽ Raffle System: Automated winner selection, social media verification
  • ๐Ÿ’ณ Stripe Integration: Multi-payment methods, automatic invoicing
  • ๐Ÿ“ง Email Campaigns: Marketing automation
  • ๐Ÿ“ฐ Press Kit: Media resources management

Performance:

  • โšก 1.2s Load Time (vs. 5s previous version)
  • ๐Ÿ‘ฅ 5,000+ Concurrent Users
  • ๐Ÿ“ˆ 99.99% Uptime
  • โ™ฟ WCAG 2.1 AA Compliant

๐Ÿš€ NetBoozt - Internet Speed Optimizer

BBR-like TCP optimizations for Windows - Transform internet speed without changing ISP

๐Ÿ”ฅ Impact: +15-20% download speed, -77% latency during downloads

Tech Stack: Python 3.13, Network Engineering, TCP/IP optimization

Features:

  • ๐Ÿš€ 15+ TCP Optimizations: RSS, ECN, HyStart++, PRR, TCP Pacing, NewReno
  • ๐Ÿ”„ Network Failover: Automatic Ethernet โ†” WiFi switching
  • ๐ŸŒ 7-Tier DNS Fallback: Cloudflare โ†’ Google โ†’ Quad9 โ†’ OpenDNS โ†’ Router
  • ๐Ÿ“Š Real-time Monitoring: Network performance tracking
  • ๐ŸŽฎ Gaming Optimized: Stable 15-25ms ping even while downloading

Technical Deep-Dive:

# BBR-like optimizations (Windows doesn't support BBR natively)
- HyStart++: Fast startup like BBR
- PRR: Smooth loss recovery
- ECN: Router congestion signals (no packet loss needed)
- TCP Pacing: Anti-bufferbloat
- Optimized RTO: Faster timeout recovery

Results:

  • โœ… 450 Mbps โ†’ 520 Mbps on 1 Gbps fiber
  • โœ… 77% lower latency during downloads
  • โœ… Zero DNS timeouts
  • โœ… Seamless failover (Zoom calls don't drop)

๐Ÿค– Nexus Connect V1 - AI Video Processing & GPU Optimization

AI-powered video processing with CUDA kernels and GPU-on-demand - BeeAI Swarm + MCP Bridge

Tech Stack: Python 3.12, CUDA 12.6, FFmpeg GPU, Numba, CuPy, Redis, WebSocket

AI Components:

  • ๐Ÿ 5 BeeAI Agents: Video, Thumbnail, Subtitle, Clip Extractor, Social Publisher
  • ๐Ÿง  LLM Integration: Ollama (Granite 3 Dense 8B), LM Studio
  • ๐ŸŽจ Style Transfer: ComfyUI with RTX 3050 optimization (Anime/Cartoon/Cinematic)
  • ๐ŸŒ‰ MCP Bridge: 11 tools (code generation + SEO) via SSH tunnel to VPS

GPU Optimizations:

# Custom CUDA kernels for VPS delegation
- Shared Memory: 10x reduced global memory access
- Float16 Support: 50% memory reduction + 2x Tensor Core speedup
- Memory Coalescing: Optimized GPU memory patterns
- Batch Processing: 831K items/sec throughput

Performance:

  • โšก 188ms GPU similarity search (50K embeddings)
  • ๐Ÿ“Š 831K items/sec processing throughput
  • ๐Ÿ”ฅ 99.8% cache hit ratio (Redis)
  • ๐ŸŽฅ h264_nvenc FFmpeg GPU acceleration

Features:

  • ๐ŸŽฌ Natural Language: "Convert to 9:16, generate thumbnail, upload to TikTok"
  • ๐Ÿ“ Watch Folder: Auto-processes G:/nexus-videos/input/
  • ๐Ÿ’ฌ Chatbot Dashboard: WebSocket real-time at localhost:8080
  • ๐Ÿ”— VPS Integration: SSH tunnel for GPU delegation (Chicago server)

๐Ÿญ SMIP Mexico - Industrial Client Platform

Hybrid Astro/PHP platform โ†’ Next.js migration - WordPress Headless CMS + React components

Evolution: Astro + PHP + WordPress Headless โ†’ Next.js + Dashboards + Inventory Management

Tech Stack: TypeScript, Next.js, React, WordPress (Headless), GraphQL

Features:

  • ๐Ÿ“Š Admin Dashboards: Real-time analytics and KPIs
  • ๐Ÿ“ฆ Inventory Management: Stock tracking, alerts
  • ๐Ÿ”— WordPress CMS: Headless integration for content
  • ๐ŸŽจ React Components: Interactive UI elements

๐Ÿค– Synapse - AI Chatbot with OpenAI

Python backend on Vercel + PHP integration - Embeddings processing and intelligent chat

Tech Stack: Python, OpenAI API, Vercel, PHP (cPanel)

Features:

  • ๐Ÿค– OpenAI Embeddings: Semantic search for context
  • ๐Ÿ”— PHP Integration: cPanel backend connector
  • โšก Vercel Deployment: Serverless Python functions
  • ๐Ÿ’ฌ Advanced Logic: Context-aware responses

Interactive tournament management - Real-time match tracking and bracket visualization

Tech Stack: Astro, TypeScript, Dynamic routing


WebGL-optimized 3D components - Curved text rendering with smooth animations (forked + improved)

Tech Stack: Three.js, React, WebGL, GPU transformations


Real-time computer vision - Haar Cascade classifiers for face recognition

Tech Stack: Python, OpenCV, Computer Vision


๐Ÿ“Š GitHub Statistics


๐Ÿ† Technical Achievements

๐Ÿš€ Performance Engineering

  • โœ… +15-20% Internet Speed - NetBoozt TCP optimizations (450โ†’520 Mbps)
  • โœ… 70% Development Time Reduction - Nexus Engine atomic generators
  • โœ… 99.99% Uptime - SypremeMX production platform (5K concurrent users)
  • โœ… 188ms GPU Search - 50K embeddings with CUDA kernels
  • โœ… 831K items/sec - Batch processing throughput
  • โœ… 99.8% Cache Hit - Redis optimization

๐Ÿข Enterprise Architecture

  • โœ… 9+ Active Projects - LOUST company portfolio
  • โœ… 391 TypeScript Files - Nexus Engine monorepo
  • โœ… 42 Prisma Models - SypremeMX complex relations
  • โœ… 600+ GraphQL Endpoints - Apollo Server optimizations
  • โœ… 80+ AI Tools - Qwen Agent 2A2 SDK implementation
  • โœ… 5 MCP Servers - Custom Model Context Protocol servers

๐Ÿค– AI & Machine Learning

  • โœ… CUDA Kernel Development - GPU provisioning for VPS
  • โœ… Bayesian Inference - Incremental algorithms
  • โœ… Semantic Search - Embedding-based tool discovery (token optimization)
  • โœ… LLM Integration - Ollama, LM Studio, GPT Realtime API
  • โœ… Computer Vision - OpenCV real-time systems

๐ŸŒ Full-Stack Mastery

  • โœ… Hybrid Rendering - SSG + SSR (Astro 5.6.1)
  • โœ… Multi-Platform SaaS - Nexus Engine ecosystem
  • โœ… GraphQL Delegation - Load distribution systems
  • โœ… Headless CMS - WordPress integration
  • โœ… Real-time Systems - WebSocket, Redis pub/sub

๐Ÿ’ก What Makes Me Different

๐Ÿ”ฅ Relentless Work Ethic

"Day and night, I'm creating. High discipline is my foundation."

  • ๐ŸŒ™ 24/7 Problem Solver - Constantly pushing code boundaries
  • ๐Ÿš€ AI-Powered Development - Leveraging AI to accelerate innovation
  • ๐ŸŽฏ Deep Focus - Complex systems are my playground

๐Ÿง  Technical Depth

  • Kernel-Level: TCP/IP stack modifications, CUDA kernels
  • Architecture: Atomic monorepos, MCP protocols, GraphQL delegation
  • AI Systems: Custom agents, Bayesian algorithms, semantic search
  • Network Engineering: BBR optimizations, DNS failover, intelligent switching

๐Ÿ› ๏ธ End-to-End Ownership

  • Frontend to Backend: TypeScript/React to Python/CUDA
  • Database to DevOps: Prisma to Docker/PM2
  • Development to Production: Code generators to 99.99% uptime

๐ŸŒŸ Innovation Focus

  • Atomic Code Generators - Nexus Engine V4.0
  • BBR for Windows - NetBoozt (kernel optimizations)
  • GPU-on-Demand - VPS delegation system
  • MCP Ecosystem - Custom protocol servers

๐ŸŒŸ Currently Working On

  • ๐Ÿ”ง Nexus Engine V4.1 - Plugin system expansion
  • ๐ŸŒ LOUST SaaS - Multi-tenant platform growth
  • ๐Ÿš€ NetBoozt V1.1 - Automated testing + Windows service installer
  • ๐Ÿค– AI Agent Swarm - Expanding BeeAI capabilities
  • โšก GPU Cluster - VPS GPU provisioning optimization

๐Ÿ“ˆ Skills Matrix

Click to expand full skills breakdown

Languages

  • Expert: TypeScript, Python, JavaScript
  • Advanced: PHP, Bash, SQL
  • Familiar: CUDA, C++

Frontend

  • Frameworks: Next.js 15, React 18, Astro 5.6, Vue
  • Styling: TailwindCSS, Shadcn/ui, Material UI, CSS3
  • 3D/Graphics: Three.js, WebGL
  • State: Zustand, React Context, Apollo Client
  • Forms: React Hook Form, Zod validation

Backend

  • Runtime: Bun 1.0, Node.js 22, Python 3.12
  • APIs: GraphQL (Apollo Server), REST, tRPC
  • ORM: Prisma 6.5, TypeORM
  • Databases: PostgreSQL, MySQL, Redis, SQLite
  • Caching: Redis, Apollo Cache

AI/ML

  • LLMs: OpenAI API, Ollama, LM Studio
  • CV: OpenCV, YOLO, Whisper
  • GPU: CUDA 12.6, Numba, CuPy
  • Frameworks: PyTorch, TensorFlow
  • Agents: Custom MCP servers, Qwen Agent

DevOps

  • Containers: Docker, Docker Compose
  • CI/CD: GitHub Actions, Jenkins
  • Process: PM2, systemd
  • Web Servers: Nginx, Apache
  • Monitoring: Custom dashboards, Redis metrics

Network

  • Protocols: TCP/IP, HTTP/3, WebSocket
  • Optimization: BBR algorithm, DNS failover
  • Tools: Wireshark, netstat, iperf3

๐Ÿ’ฌ Let's Build Something Amazing

I'm always excited about:

  • ๐Ÿš€ Challenging technical problems
  • ๐Ÿค Collaborative projects
  • ๐Ÿ’ก Innovative ideas
  • ๐Ÿ“š Knowledge sharing

How to Reach Me

Platform Link
๐Ÿ’ผ Portfolio loust.pro/DavidMireles
๐Ÿข Company LOUST GitHub Org
๐Ÿฆ Twitter @lou404x
๐Ÿ“ธ Instagram @lou404x
๐Ÿ“ง Email [email protected]

โšก "Making complex systems simple, one line of code at a time" โšก

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๐Ÿ’ป Code โ€ข ๐Ÿค– AI โ€ข ๐Ÿš€ Performance โ€ข ๐ŸŒ Scale

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    ๐Ÿš€ Transform your internet speed without changing ISP. BBR-like TCP optimizations + intelligent network failover + DNS protection for Windows/Linux

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  2. fifa-bracket-system fifa-bracket-system Public

    โšฝ Interactive tournament bracket system built with Astro - Real-time match management, score tracking, and dynamic bracket visualization for FIFA tournaments

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    ๐Ÿ” Python Face Detection with OpenCV - Real-time computer vision system with Haar Cascade classifiers for face recognition and tracking

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    ๐Ÿ’ป David Mireles - Full Stack Developer & Network Performance Engineer

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