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manticorevault/README.md

"Monozukuri" β€” the Japanese art of making things with intent, craft, and relentless improvement. That's the standard I hold software to.


πŸ‘€ Who I Am

Senior Fullstack Engineer with 5+ years specializing in React, TypeScript, and Applied AI. My work sits at the intersection of high-performance frontend engineering and intelligent systems β€” from Canvas-based 3D visualizations to Agentic RAG workflows that let developers query complex legacy codebases through natural language.

I believe good software is engineered the same way a great car is designed: every component earns its place, failure is anticipated and prevented (poka-yoke), and the whole system serves the person using it β€” not the other way around.


🚧 Currently Building

  • Agentic systems that automate developer workflows β€” PR generation, real-time failure analysis, and autonomous code review via GitHub Actions
  • AI-augmented frontend architecture β€” RAG pipelines, vector embeddings, LLM-native UX patterns
  • DevSecOps pipelines with security scanning baked in from the start, not bolted on after
  • Writing about all of it at Engineering Log β†’

πŸ› οΈ Tech Stack

Frontend & Styling

Frontend Skills

AI, Backend & APIs

Backend Skills

3D, Visual & Creative

Visual Skills

Cloud, DevOps & Security

DevOps Skills


βš™οΈ Engineering Philosophy

πŸ”„ Kaizen β€” Continuous Improvement

Toyota's principle of continuous, incremental improvement is how I approach codebases. Every PR is an opportunity to leave things measurably better.

At my current role this meant leading a PHP β†’ React migration with zero downtime, establishing TypeScript-first standards that cut runtime errors by ~30%, and shipping internal AI tooling that compounds developer velocity over time.

🏎️ Jinba-ittai β€” Rider and Horse as One

Mazda's design ideal of perfect unity between driver and machine. The best developer tools disappear β€” the engineer stops fighting the stack and starts thinking only about the problem.

It's why I obsess over DX: clean APIs, predictable abstractions, and AI systems that augment intent rather than introduce friction.

πŸ”© Poka-yoke β€” Mistake-Proofing

Design systems so errors are impossible, not just unlikely. TypeScript strict mode, automated security scanning in CI, linting rules that enforce contracts β€” prevention over detection.

🏭 Monozukuri β€” The Art of Making

Craft matters. Architecture documents, typed interfaces, readable code, and clear commit history are all part of the product. The code is the artifact.


πŸ“‚ Selected Work

πŸ€– Agentic RAG System

Indexed legacy PHP business logic with vector embeddings, enabling developers to query complex codebases via natural language. Integrated into GitHub Actions workflows to generate PR descriptions and propose real-time code fixes.

LangChain Vector Embeddings Python GitHub Actions

🌍 3D Geospatial Platform

Interactive Three.js maps for Brazil's agricultural sector, turning raw satellite data into field-level insights. Optimized WebGL rendering pipelines for smooth performance over heavy external API datasets.

Three.js React WebGL QGIS Node.js

⚑ Core Web Vitals Initiative

Led performance auditing across international digital platforms at Euroconsumers, improving LCP, CLS, and FID to directly impact SEO rankings and user retention across multiple brand portals.

Next.js TypeScript Performance Engineering

πŸ›’ E-commerce Engineering

Rebuilt frontend modules for a platform serving 15,000+ monthly users, contributing to ~$100k/year revenue improvement through optimized checkout flows and 99.9% uptime during peak periods.

React GraphQL Node.js TypeScript


πŸ“Š GitHub Stats



πŸŽ“ Certifications

Vanderbilt AWS eLS Solidity FIAP FIAP


🌍 Languages

PT EN DE ES


When I'm not shipping code, I'm hiking, kayaking, cooking, or on the mats training martial arts.

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