Library author and verifier

Konstantin Penioza

I build practical AI systems for business processes and break them down into recipes another person can understand, adapt and verify.

library 60

public materials with real process diagrams

operation 15 → 5

team change from February to May 2026 without a drop in output or revenue

principle 1 loop

a human stays at the points where mistakes are expensive

Automation recipes

Not ideas, but systems you can adapt and build

The description and diagram are open to everyone. Subscribing to @venturehunter unlocks the full implementation kit and a starter repository where one can be provided safely.

Selected systems

Projects that feed the library

Each project is part of an operating system: detect a signal, make a decision, trigger an action, and retain the knowledge.

01 / PUBLIC LIBRARY

Automation Recipes

A catalog of repeatable business automations with diagrams, ratings, and buildable starters.

browse → learn → build
02 / PRODUCTION

Video Studio

A production system that moves material from idea and script to visuals and final assembly.

source → storyboard → render
03 / INTELLIGENCE

Knowledge & Agent Ops

Knowledge and agent operations: context retrieval, decision queues, observability, and safe handoffs between people and systems.

context → decision → memory
Honest operating notes

I show more than the polished outcome

The most useful part of automation starts where constraints, manual exceptions, and maintenance costs become visible.

Failure log / payment webhook
What looked like a one-day task took 24 days.

The integration ran into real data, exceptions, and verification steps. That is not a reason to hide the case; it is a reason to document the automation boundary and keep the system observable.

See how I think and build systems first

The channel contains new recipes and implementation notes. If you want to ask a question or discuss automation for your process, message me directly.