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1 min lesson

Beat-by-beat: what each move actually does

Name the key items in "Beat-by-beat: what each move actually does", then explain why each one matters.

Step 1 of 3

  • Current. Find the queue: "Where does a change wait?"
  • Risk. Fix the non-negotiables: "What can never bend?"
  • Use case. Bound the first workflow: "Which one moves the needle?"
  • Cursor fit. Connect the product to that need: "Why does Cursor fit this workflow and its controls?"
  • Pilot. Scope the cohort and guardrails: "Who starts, under which limits?"
  • Proof. Compare the baseline with the outcome: "What changed?"
  • Expand. Name an evidence gate: "What must hold before the next cohort?"
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Full explanation

Full explanation

1 · Current - where work waits

Opener: "Walk me through your value streamThe end-to-end path a change takes from idea to running in production. Press Enter for the full definition.. Where does a change wait the longest?"

You're hunting the queue: review backlog, env provisioning, cross-team handoffs, ticket aging. DORADORA metrics. Four widely-used delivery measures: deployment frequency, lead time for changes, change failure rate and time to restore service. Press Enter for the full definition.'s lead-time-for-changes lives here. No queue named means no problem to solve.

2 · Risk - what must hold

Opener: "What can never bend, even for velocity?"

Separation of duties, ITGCIT General Controls. The baseline IT controls auditors check: who can change what, how changes get approved and how systems are run. Press Enter for the full definition., change-management controls, the regulated boundaries. You name these before product so the room knows you respect them. This beat is how you earn the right to be in an enterprise.

3 · Use case - bounded value

Opener: "If we fixed one workflow first, which one moves the needle?"

One repo, one team, one workflow with a clear edge. Bounded means measurable and measurable means safe. 'AI everywhere' is the anti-pattern: no baseline, infinite blast radiusHow much breaks if a change goes wrong; the scope of potential damage. Press Enter for the full definition..

4 · Cursor fit - context/rules/control

Opener: "Here's why this tool fits that workflow and respects those controls."

Context (codebase awareness, MCPModel Context Protocol. A standard that lets an AI agent pull in context from outside the repo, like Jira tickets or internal docs. Press Enter for the full definition.), Rules (.cursor/rules, model/repo allowlists), Control (hooks, sandboxing, audit logs, RBACRole-Based Access Control. Granting permissions by role rather than configuring each person individually. Press Enter for the full definition., SSOSingle Sign-On. One company login (usually via SAML or OIDC) instead of a separate password per tool. Press Enter for the full definition./SCIMSystem for Cross-domain Identity Management. A standard for automatically creating and removing user accounts when people join or leave. Press Enter for the full definition.). Your one product moment.

5 · Pilot - cohort + guardrails

Opener: "We start with a cohort, guardrails on, blast radiusHow much breaks if a change goes wrong; the scope of potential damage. Press Enter for the full definition. scoped."

Model/MCPModel Context Protocol. A standard that lets an AI agent pull in context from outside the repo, like Jira tickets or internal docs. Press Enter for the full definition./repo allowlists, hooks, terminal sandboxing, Privacy ModeCursor's setting that guarantees code data is not used for training by Cursor or its model providers, and that an admin can enforce org-wide; data-retention terms are a separate, contractual layer. Press Enter for the full definition., audit logs all enabled. Box's mentorship model (+75% usage in 6 weeks) is the template.

6 · Proof - baseline → outcome

Opener: "We measured before we changed, so we can show the delta."

DORADORA metrics. Four widely-used delivery measures: deployment frequency, lead time for changes, change failure rate and time to restore service. Press Enter for the full definition. four keys, throughput, migration-effort reduction (Box: 80–90% less), daily-active. No baseline means no proof, just vibes.

Watch out

The most common failure is collapsing beats 3 and 4: describing the tool as the use case. 'The use case is Cursor' is not a use case. The use case is 'cut PR review wait time on the payments repo for the platform team.' Cursor is how you address it.

Second most common: skipping beat 2 with a regulated buyer. If you reach beat 4 and they haven't heard you name separation of dutiesNo single person can author, approve and deploy the same change. The core control AI autonomy has to respect. Press Enter for the full definition. or ITGCIT General Controls. The baseline IT controls auditors check: who can change what, how changes get approved and how systems are run. Press Enter for the full definition., you've already lost the security lead in the room.

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Optional practice

Practice: Beat-by-beat: what each move actually does

QMultiple choice - Which statement is a real use case (beat 3), not a disguised product pitch (beat 4)?