
public The world moves.
Every week we pick a real story that is changing how work gets done — a policy vote, a court ruling, a market shift, a farm bill, a grid warning.

Every week Bot That Lyfe releases a new animated episode on YouTube — a real story from politics, business, law, agriculture or sustainability, broken down into the engineering, data, AI and agentic AI principles underneath it. Every episode comes with a free workbook. Every season adds up to a course.
Discrete math, proofs, and the semester five strangers almost failed — Don't tell me. Prove it.. 6 episodes, 39 minutes, a free workbook — start here.
Edutainment with a syllabus: the story keeps you watching, the structure makes it stick, and the workbook makes it yours.

Every week we pick a real story that is changing how work gets done — a policy vote, a court ruling, a market shift, a farm bill, a grid warning.

An animated episode breaks down the engineering, data, AI and agentic AI principles inside that story — and the science of why they work, so it actually sticks.

A free workbook with exercises, templates and real code; written lessons that go deeper; and a Discord full of people building the same things.
The same fundamentals — systems design, data, AI and agents — show up in every industry the news touches. We follow the story wherever it breaks.

AI legislation, public procurement, public records, a city posting an RFP for a chatbot.
Underneath it: Document AI, retrieval over public records, agentic research pipelines, evaluation and audit trails.

Earnings calls, pricing moves, operations under pressure, the next hiring wave.
Underneath it: Data modeling, forecasting, workflow automation, and agents that act on real systems.

Copyright rulings on training data, contracts, privacy, the compliance deadline nobody planned for.
Underneath it: Provenance, verification, access control and auditability — building AI you can defend.

Farm bills, commodity margins, water rights, precision agriculture in the field.
Underneath it: Sensor data, time series, geospatial analysis and decision support.

Grid demand, data-center power, climate risk, the economics of clean energy.
Underneath it: Forecasting, optimization, simulation and systems thinking.

Education and the workforce, health, cities and infrastructure — wherever the work is changing this week.
Underneath it: The same fundamentals, applied where the story is.
Every frame below is from a real episode. No stock footage, no talking-head lecture — a story you'll want to finish, with the real artifact on screen.







