Academy

Series · Business · Steps 1–2

The Chatbot & Its Ceiling

A chatbot that answers is where most businesses first meet AI — and for many questions it is genuinely enough. This series marks the ceiling honestly: what a chatbot does well, where answering stops and acting begins, and how a vague message becomes a concrete action. It is the S0–S1 entry to the business journey: understand the tool before deciding it is not the whole tool.

3 pieces, in order

  1. Part 1: Hire, coach, and learn to trust your AI employees

    Step 1 · 7 min

  2. Part 2: Why we don't build chatbots: the two multi-agent paradigms we rejected

    Step 2 · 4 min

  3. Part 3: From a vague message to the right structured action

    Step 2 · 4 min

All series

For Builders

Steps 1–5 · 5 pieces

Agent Architecture & Coordination

Builders · Steps 3–4 · 12 pieces

Prompting & Context

Builders · Step 2 · 5 pieces

Model Selection

Builders · Step 5 · 7 pieces

Fine-Tuning & Adaptation

Builders · Steps 2–5 · 7 pieces

LLM Infrastructure & Serving

Builders · Step 5 · 6 pieces

For Your Business

Steps 1–5 · 5 pieces

Trust & Autonomy

Business · Steps 3–5 · 5 pieces

What AI Actually Is

Business · Step 1 · 4 pieces

The Chatbot & Its Ceiling

Business · Steps 1–2 · 3 pieces

Agentic Operations & CRM

Business · Step 4 · 5 pieces

Control, Isolation & Fit

Business · Step 5 · 5 pieces