Kim Edrich
Custodio
I don't just build tools.
I build systems.
I'm Kedrich — an AI Automation Specialist based in Naga City, Philippines. I design and build end-to-end automation systems: AI agents that think, pipelines that act, and backends that scale.
My philosophy: every repetitive task is a bug waiting to be fixed. Whether it's a CRM pipeline, a multi-step LLM chain, or a lead qualification flow — if it can be automated, it should be.
I work at the intersection of LLMs, workflow automation, and backend engineering. I speak fluent Python, think in webhooks, and dream in JSON.
{
"name": "Kedrich",
"role": "AI Automation Specialist",
"location": "Naga City, PH",
"available": true,
"focus": [
"AI Agents",
"Workflow Automation",
"Backend APIs"
],
"currently_building": 10,
"flagship": "Full-Stack AI Outreach SaaS",
"open_to": ["freelance", "contracts", "collab"],
"credo": "if it can be automated, it should be"
}
The automation stack.
Not just scripts. End-to-end systems that connect, think, and execute — across any stack.
AI Agents & LLM Systems
Autonomous agents built with LangChain and OpenAI that perceive context, use tools, and complete multi-step tasks. From lead classifiers to RAG-powered support bots — built to run without you.
Workflow Automation
Multi-platform orchestration with Make.com, n8n, and Zapier. I eliminate every manual gap between the tools your team already uses — CRM routing, reporting, outreach, all on autopilot.
Backend APIs & Integrations
FastAPI services, webhook handlers, and Supabase-backed data pipelines. Production-grade APIs that unify your tools and power the automation systems running on top of them.
What I'm Building.
Five end-to-end AI systems — three live in production, two in active development. From lead qualification to async security recon.
The full toolkit.
Every tool in active rotation. Hover to explore.