24-day current streak·31-day longest streak
Hey, I'm Santiago 👋 Applied AI Operator · Head of Applied AI · Creator of career-ops (51.1K+ ⭐) > Companies use AI to filter candidates. I just gave candidates AI…
Hey, I'm Santiago 👋
Applied AI Operator · Head of Applied AI · Creator of career-ops (51.1K+ ⭐)
> Companies use AI to filter candidates. I just gave candidates AI to choose companies.
Applied AI Operator with 16+ years shipping to production. After scaling and selling my phone repair business (going-concern sale, 2025) with 90% AI self-service, I now ship AI systems at scale for B2B SaaS.
🚀 What I Ship
- Agentic systems in production — multi-agent orchestration, tool calling, HITL handoff, observability
- AI-native SaaS transformation — taking B2B platforms from point-solutions to AI-native workflows
- LLMOps at scale — evals, agentic RAG, prompt injection defense, cost/latency budgets
- Production infrastructure — not demos, not POCs — systems with uptime, customers, and economic outcomes
🏆 Highlighted Work
career-ops — multi-agent AI job search system built with Claude Code. 631 evaluations, 12 modes, HITL design. 2.6K+ Reddit upvotes, 3.6K+ Discord community.
Jacobo — omnichannel AI agent achieving ~90% customer self-service (Voice via ElevenLabs + WhatsApp via n8n/WATI + Aircall PBX), sub-agent orchestration via tool calling, HITL handoff with full context.
📝 Published Case Studies
- Self-Healing Chatbot — LLMOps in production: 71 evals, 6-layer jailbreak defense, agentic observability, voice mode
- career-ops — multi-agent job search: 631 evaluations, 354 PDFs, HITL design
- AI Agent Jacobo — omnichannel AI achieving ~90% self-service
- Business OS — custom ERP: 12 Airtable bases, 2100 fields, 170h/month saved
- Programmatic SEO — 4,730 pages from Airtable as headless CMS, 2M+ impressions
- n8n for PMs — automation cheat sheet for product managers
🛠 Tech Stack
!Claude
!OpenAI
!Python
!TypeScript
!React
!Airtable
!n8n
!Make
📜 Certifications
Anthropic → Introduction to MCP, Claude Code in Action, Advanced MCP Topics, Building with the Claude API, AI Fluency: Framework & Foundations, Teaching AI Fluency, AI Fluency for Educators, AI Fluency for Students
Airtable → AI App Builder, Builder Certification, Admin Certification
Make Academy → Make Advanced
📫 Let's Connect
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💼 Currently: Head of Applied AI @ Zinkee · Building career-ops in the open
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career-ops ★ PINNED
AI-powered job search system built on Claude Code. 14 skill modes, Go dashboard, PDF generation, batch processing.
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Interactive CV with AI chat integration. Built with React 19, TypeScript, Claude API. Chat with my AI avatar about my experience.
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jacobo-workflows
7 production n8n workflows from Jacobo, a multi-agent AI system (WhatsApp + Voice). Open source by default.
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Career Ops Documentation
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