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msalvatti/README.md

About 👋

Lead Engineer  |  Python • Node.js • TypeScript  |  AI/LLM Systems, Full-Stack Architecture & Cloud
🇧🇷 Brazil · 🌎 Remote, working with US companies · 20+ years building production systems

LinkedIn npm

Engineering leader and Principal Full-Stack Engineer who takes post-MVP products and makes them stable, scalable and cost-efficient. I own systems end to end, from architecture and data modeling to CI/CD and production operations, and I partner directly with founders to turn product ideas into technical priorities.

Today I build AI/LLM systems in production: multi-provider LLM gateways with token and cost tracking, prompt caching, RAG with pgvector, LLM-as-judge guardrails and evals, and human-in-the-loop AI workflows, on top of solid full-stack foundations in Python/FastAPI, Node.js/NestJS, React/Next.js, React Native, PostgreSQL, AWS and Cloudflare.

Highlights 🚀

  • Sole owner of a production Python/FastAPI AI platform (70 API routes, ~19 background workers, 15 external integrations), taken over from a single-developer MVP and hardened for stability, rate limits and billing correctness.
  • Multi-provider LLM gateway serving 32 AI routes across Anthropic and OpenAI, with per-route model and cost tiers, prompt caching, token accounting, outage alerts and automatic recovery; the production vendor switches by configuration, with no code changes.
  • Human-in-the-loop AI drafting with multi-step pipelines (classify, retrieve, generate), pgvector retrieval, LLM-as-judge guardrails, bounded self-correction and prompt-injection defenses; the system learns versioned prompt rules from reviewer edits.
  • AI-native SDLC with strict quality gates: 3,869 automated tests, golden-set and LLM-judge evals, written review standards for AI-generated code, mandatory Claude + Codex review before every push and deploys with health checks and automatic rollback.
  • Open-source author of @bymax-one, a 10-package TypeScript platform for NestJS, React and Next.js (auth, queues, realtime, caching, storage, notifications, logging, config, AI token cost accounting), ~5,400 downloads/month, held to 100% test coverage and 100% mutation score.
  • Bymax Fitness, my AI fitness platform live in production: RAG pipeline with OpenAI embeddings and pgvector HNSW, BullMQ workers, an AI agent with memory for explainable workout generation, Stripe subscriptions and WebSocket notifications, architected for 10,000+ concurrent users.
  • Bymax Bio, a privacy-first, local-first React Native / Expo health tracker with 515 test suites at 100% coverage and 166 Maestro E2E flows; its Next.js web frontend runs on Cloudflare Workers.
  • Full-stack delivery for US product teams: accounting core and tenant payments (ACH, autopay) for a B2B property platform, DocuSign e-signature integration, a zero-downtime API migration to NestJS and real-time crypto products.
  • Proven leadership: Tech Lead of a 5-person MVP team, and in industry led the automation of a US$224M rolling mill coordinating 70 people, delivered on time with zero major accidents.

Core Expertise 🧬

  • Lead / Principal Full-Stack Architecture, Python, FastAPI, Node.js, NestJS, TypeScript, React, Next.js, React Native
  • AI & LLM systems, multi-provider LLM gateways, token and cost accounting, prompt caching, RAG with pgvector, structured outputs and tool use, LLM-as-judge guardrails and evals, AI agents with memory, human-in-the-loop workflows, MCP
  • Event-driven & real-time systems, queues and background workers (BullMQ, Amazon SQS), AWS SNS/EventBridge, Redis Pub/Sub, WebSockets, Server-Sent Events, webhook-driven integrations
  • Data & modeling, PostgreSQL design and optimization, pgvector, Redis, Prisma, schema design and API data contracts
  • Cloud & DevOps, AWS, Cloudflare, Docker, CI/CD with GitHub Actions, observability with New Relic and OpenTelemetry
  • Engineering excellence, AI-native SDLC, review standards for AI-generated code, unit/integration/E2E testing, mutation testing, coverage gates, open-source maintainership
  • Technical leadership, leading lean product teams, spec-driven delivery, sprint management with GitHub Issues and Projects, partnering with founders and product

Tech Stack 🧰

Core Languages & Frameworks 🧠


python fastapi typescript javascript node nestjs express react nextjs react-native expo

AI / LLM / RAG 🤖


anthropic openai rag embeddings pgvector llm-gateway evals agents mcp claude-code copilot

Frontend UI & Design 🎨


html css tailwind shadcn chakraui vite tanstack-query redux zustand react-hook-form

Backend, Databases & Caching 🗄️


postgresql redis mongodb mysql sqlite prisma drizzle pydantic convex bullmq sqs

APIs & Integrations 🔌


rest graphql websockets sse webhooks stripe

Cloud, DevOps & Deployment ☁️


aws cloudflare vercel digitalocean docker github-actions opentelemetry newrelic

Testing 🧪


pytest jest vitest playwright stryker maestro

Let's connect 🤝

Advanced in English, native in Portuguese and intermediate in Spanish, used to daily standups and async collaboration in distributed, remote-first teams. Let's talk on LinkedIn.

Pinned Loading

  1. agent-hangar agent-hangar Public

    Local-first web app for running AI coding agents against GitHub repositories in isolated, disposable Docker workspaces, with cron-scheduled jobs and encrypted credentials.

    TypeScript

  2. ai-product-assistant ai-product-assistant Public

    AI-powered multi-tenant SaaS platform where companies manage product catalogs and an intelligent agent answers customer queries using real database data via tool calling and semantic search.

    TypeScript

  3. SDS-Timo/DailyBid SDS-Timo/DailyBid Public

    DailyBid is a decentralized auction platform (dApp) built on the ICP Network. It allows users to participate in auctions transparently and securely using canisters. The project aims to revolutioniz…

    TypeScript 1

  4. bymax-components bymax-components Public

    Is a component created using the react-select component, a flexible and beautiful select input control for ReactJS with multiselect, singleselect and search system.

    JavaScript 4

  5. arbitrum-graphql-api arbitrum-graphql-api Public

    This project is a TypeScript Node.js Express API that fetches data from a subgraph on the Arbitrum blockchain network and returns the latest block number on the mainnet.

    TypeScript 1

  6. DocFlow DocFlow Public

    Example: Certificate management system

    SCSS