Agentic AI and MCP for Product Managers
Lesson FP.1: What You're Producing
A complete design document for one agent, covering the decisions that are yours rather than engineering's. Whether or not you build it, the document is what a serious build review needs, and producing it will settle several arguments before they start.
Lesson FP.2: Part 1 - Scope, Autonomy and Tools
One real task, with a step-by-step trace of how a person does it today including dead ends
Your chosen autonomy rung, with a written justification for not choosing a higher one
A tool inventory: name and four-sentence description for each, marked read or write
Every write tool's worst wrong call, written in one line
The confusable-tool check done, with descriptions rewritten where needed
The minimum viable tool set identified, with what you cut and why
The connections needed, and which already have a server versus which need building
Lesson FP.3: Part 2 - Permissions, Experience and Risk
Every tool sorted into read, reversible write, or irreversible, with the outside-the-company rule applied
Approval placement for each category, and the resulting approvals-per-person-per-day figure
A designed approval screen for your riskiest action
What flags a case as unusual and worth extra scrutiny
The three display layers, with the actual running-commentary text written out
The give-up message, written as the user will read it
The four blast-radius questions answered, including how many times before anyone notices
A one-page incident runbook, filed somewhere findable
Lesson FP.4: Part 3 - Evaluation, Cost and a Recommendation
A 25-task test set from real examples, with good outcomes written by you
At least two tasks where a damaging action would plausibly look helpful
Ten runs scored by hand on success, path quality, constraint adherence and give-up quality
Constraint breaches counted separately, any number above zero is a blocker
A cost model with median, mean and the gap between them
Per-task caps on steps, time and cost, with the expected hit rate
The volume at which the economics stop working
A one-page recommendation: ship, ship narrower, or don't, with the reasoning
Lesson FP.5: How to Know You're Done
Four honest questions. Could you have built this as a workflow instead, and can you say why you didn't? Have you written the worst wrong call for every write tool? Is your constraint breach count zero across your test runs? And would the person on call at 3am be able to stop this agent using only what you've written down? Four yeses and you have a design rather than an enthusiasm.