Module · M5 · Keep it honest

Capstone: the desk, end to end

Lesson 16 of 16 · 15 min

Build the whole desk. Not from a template — from the four parts in lesson 1, in your own org, against your own records.

There is no answer key for this one, and that is deliberate. Every worked example so far has been ours; this one has to be yours, because the failures you will meet are the ones your data has and mine does not.

The brief

An enquiry arrives from someone you have never heard of. By the time it is finished, that person should be: answered, recorded once, at a stage that is true, and either handled or handed to a named human with a deadline. Nothing you cannot defend should have been said, and nothing irreversible should have happened without a check.

Eight pieces. You have built each one in isolation.

Build	From	It is done when
The enquiry agent	L2, L3, L4	It quotes a fee verbatim, and refuses one it does not hold.
Memory	L7	It resolves "the second one" without carrying a figure forward.
The trace	L8	The same person writing twice produces one contact, not two.
The stage	L9	It moves on quoted evidence and refuses to move on enthusiasm.
The handoff	L10	The task has an owner, a due date, and the record attached.
The chase	L12	It does not chase anyone who has already paid.
The watch	L13	It finds someone who paid and never started.
The digest	L14	A buyer receives their own rows and nobody else's.

The enquiry agent

From: L2, L3, L4
It is done when: It quotes a fee verbatim, and refuses one it does not hold.

Memory

From: L7
It is done when: It resolves "the second one" without carrying a figure forward.

The trace

From: L8
It is done when: The same person writing twice produces one contact, not two.

The stage

From: L9
It is done when: It moves on quoted evidence and refuses to move on enthusiasm.

The handoff

From: L10
It is done when: The task has an owner, a due date, and the record attached.

The chase

From: L12
It is done when: It does not chase anyone who has already paid.

The watch

From: L13
It is done when: It finds someone who paid and never started.

The digest

From: L14
It is done when: A buyer receives their own rows and nobody else's.

The self-check — and where to be suspicious

Every question below is a failure that happened while this course was being built. None is hypothetical.

Does your knowledge base contain the facts your rules refer to? Ours had a policy instructing the agent to quote fees exactly, and no fees anywhere in it. Ask it your customers' most common question before you trust it.
Have you watched every gate go BOTH ways? A condition observed only false is not tested. One of our gates referenced a field that did not exist and was false forever; the workflow looked perfect and did nothing.
Did you check a zero is really a zero? A failed query and an empty result look identical from inside a workflow — same success flag, same empty data, no error.
Does anything downstream reference a node that is a TOOL? Tools run inside their agent and never appear as top-level steps, so the reference resolves to nothing. Ours took weeks to find, because it sat behind an approval gate nothing automated could reach.
Is any identifier coming from the model? Told to produce a record id in the right format, a model will produce a perfectly-formed id that matches no record. Identifiers come from queries.
Did you read the schema, or assume it? Contacts have no name and no status. Two of our runs failed on that before writing a single row.
Have you pointed every send at yourself first? For a fortnight. Read what actually arrives before a customer does.

The pattern in that list. Almost none of those are the model being wrong. They are the instruction being right and the fact being absent — a rule pointing at a price that does not exist, a reference pointing at a node that is not there, a gate pointing at a field that was never published. Check what your instructions point at.

What good looks like

You are finished when you can answer three questions about any conversation your desk handled last week, without opening the transcript:

What did it tell them, and where did that come from?
What changed in the CRM as a result?
If it stopped, who picked it up, and when?

If all three are answerable from the records alone, you have a desk. If any needs the transcript, you still have a chatbot with a database attached.

Where to go next

If you want…	Go to
An agent that can act on money, credentials or anything irreversible	Building Production-Ready AI Agents — the control layer, agent teams, the approval gate and the audit row.
To understand why the prompt behaves as it does	From Prompt to Harness — prompting, context engineering, loops.
To know whether any of it is actually working	Does It Actually Work? — traces, evaluators, golden sets.

An agent that can act on money, credentials or anything irreversible

Go to: Building Production-Ready AI Agents — the control layer, agent teams, the approval gate and the audit row.

To understand why the prompt behaves as it does

Go to: From Prompt to Harness — prompting, context engineering, loops.

To know whether any of it is actually working

Go to: Does It Actually Work? — traces, evaluators, golden sets.

One last thing, and it is the honest summary of the whole path. Nothing here made an agent smarter. Every lesson made one narrower — gave it fewer things it was allowed to say, fewer values it was allowed to author, fewer paths it could take without a human. That is what made it safe enough to leave running, and it is the same idea the flagship spends twenty-one lessons on.