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Filipe Miguel Tavares

CTO & hands-on engineer · Edge/Workers, data pipelines · Engineering leadership · Building with LLMs & agents since 2024 · Node.js/TypeScript/Python · Remote

I lead a small engineering team as CTO at WeMystic/ImpactingGroup. We build data pipelines, e-mail infrastructure and automation with real revenue depending on them working flawlessly.

Where I add the most value is taking a vague business problem, finding where the data actually breaks, and building the smallest system that fixes it; then explaining the risk and revenue tradeoffs to the business.

What I work on

  • Edge and cloud-native lead-generation pipeline: edge ingestion, rules validation and processing, ESP and external API integrations, data warehouse and analytics reporting
  • Multi-ESP, worldwide (consented) mass-mailing operation
  • Multi-region e-commerce operation (Brazil and Europe)
  • WhatsApp Cloud API integration on Cloudflare Workers
  • Data analysis in BigQuery for lead-gen economics (CPL, CPA, scrub rates)
  • A GDPR and consent compliance platform used across dozens of public properties

LLMs & agents

  • LLM PoC project (first version april 2024), a chatbot PoC aimed at replacing tree-based decision chats at WeMystic, built on Cloudflare AI Gateway and OpenAI frontier models
  • Customer email sentiment analysis and responses, grounded in an internal knowledge base (RAG)
  • Analytics pattern analysis and anomaly-detection / early-warning alerting
  • Now building with Anthropic models: Claude-generated reporting from pipeline data, and tooling

Stack

  • Languages: JavaScript (Node.js), TypeScript, Python, some Go, some PHP for legacy
  • Edge & cloud: Cloudflare (Workers, D1, KV, R2, AI Gateway), Google Cloud (BigQuery, GKE), AWS (MQS, S3, SES), Azure
  • AI: Anthropic, OpenAI, Local (Pi+Hailo-10H)

Background

Building for the web since 1996. Head of frontend at Prodigio (Sonae.com) on mail.pt, digito.pt and evolui.com; nearly 11 years working remotely at SAPO, mainly on SAPO Mail; helped build the BiT/Sonae e-commerce team (Node.js/TypeScript) for Zippy, MO, SportZone and [Worten](https://. Co-founded three web companies and helped bring usability practice to Portugal through APPU and usabilidade.org.

A note on this profile

Most of my work lives in private company repositories. What's public here is small tooling and templates.

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