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How I build

Make the work
disappear.

Good automation starts with the work you already do. I build around existing tools, connect the pieces, and keep a person in control where judgment still matters.

What the records show

These are documented builds from my own work. They are examples of the way I approach automation, not promises about a particular result for every business.

WhatsAppDocument workflow

A local WhatsApp document bridge

I built a local-only service that receives document events from a configured WhatsApp contact, runs the same processing workflow used by an existing essay bot, and sends the processed file back to the same chat.

The listener binds to localhost and pairing data stays in the server store. That boundary was deliberate: useful automation without turning a private workflow into a public endpoint.

Video pipelineHuman approval

A supervised content production pipeline

SoftDoctor Studio takes an authorized source video through transcription, concept analysis, original scripting, voice, visuals, deterministic assembly, and technical checks.

The record explicitly keeps publishing separate from creation. Script approval, final-video approval, and publishing authorization are distinct decisions, so automation does not silently publish on someone’s behalf.

My working rule

Automate the repeatable parts. Keep people responsible for the decisions that carry context, rights, or risk. That usually produces systems people can actually trust and maintain.