I'm Luis Cabrera, a Product professional with a strong background in CRM, SaaS, and data-driven platforms. Currently based in Warsaw, I work at Procter & Gamble as a Technical Product Manager, leading initiatives in CRM tech (Braze, Segment), media optimization, and advanced analytics.
Over the past year I've been building and running personal AI agents β moving from cloud-hosted bots to fully local, GPU-accelerated multi-agent systems.
Clawdbot β WhatsApp AI assistant
Started as a Node.js WhatsApp gateway on EC2, evolved into a multi-agent orchestration layer. Now migrating to a local Yahboom Jetson Orin Nano Super 8GB as a self-hosted AI compute node.
Node.js Ollama PM2 Tailscale Cloudflare Tunnel OpenAI Proxy
Multi-agent architecture
11-agent system adapted from the My-Brain-Is-Full-Crew framework β 8 reused agents + 3 custom ones: devops, clawdbot-mgr, and researcher. Tasks are routed across local Ollama models, a flat-rate OpenAI OAuth proxy, and Anthropic API for hard reasoning.
Local AI compute setup
- Jetson Orin Nano Super 8GB + 500GB NVMe SSD replacing EC2 entirely
- GPU-accelerated Ollama backend (llama3.2 / qwen2.5)
- Remote access via Tailscale SSH + Cloudflare Tunnel for webhooks
- Managed via Termius on mobile β mobile-first workflow throughout
Other agent experiments
- Polymarket betting agent β Python + Docker Compose + py-clob-client, paper-trading first approach
- Claude Code CLI with autonomous loops β mobile-first via Termius β EC2 β tmux
- FotoSeller β AI product photography pipeline for MercadoLibre/Amazon sellers (Gemini, Ideogram, Claude Vision)
- Product & Growth: Building roadmaps, driving adoption, and optimizing engagement across digital platforms.
- Data & Analytics: SQL, BigQuery, GCP, PowerBI, APIs β using data to unlock insights and efficiency.
- Ways of Working: Agile/Scrum, Kanban, and scaling global projects.
- SaaS product development & monetization models
- Cloud architecture for data platforms
- AI agents, local LLM inference & multi-agent orchestration
- MSc in Big Data & Advanced Analytics β Warsaw School of Economics
- Projects in SaaS / MarTech tools
- Data analytics pipelines
- Growth & engagement platforms
- Any project where I can learn more and contribute
- Working on a side project with the long-term goal of achieving financial freedom.
- Looking for help with locking in & shipping projects consistently.
- Life, career, and general topics
- Product strategy & analytics
- Growth in tech & SaaS
- luiscabrera.me
He/Him


