Dako's AI Builder Notes
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大可 Dako
大可 Dako大可 DakoAI Builder · Agent PractitionerTurning AI into working software. Practical notes on agent engineering, vibe coding, and commercial delivery.
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Turn one success into capability that can be called again01Capture the fieldRecord pitfalls, moves,and decisionsWrite it up while fresh02Reuse firstCheck the playbook beforeredesigningReview successful projects too03Create the loopDeliver, capture, share,winMake experience a content asset04Hand off by templateLet a new teammate run thechecklistReduce handoff and trial cost✓ A playbook is organizational memory that improves delivery quality with every account
Every delivery should make the next one faster.

The Delivery Playbook

Capture each successful deployment as a reusable playbook so the next delivery gets faster and safer.

Scaling delivery means turning a one-time success into reusable capability. A playbook captures not only what worked, but how the team made decisions under real constraints.

After reading, you should be able to answer:

  • Why "how we won this" has to be written down as a replicable playbook
  • Which assets belong in it: templates, talk tracks, and cases
  • How the playbook keeps evolving with every delivery instead of going stale the day it ships

Capture the field

Record the traps, effective actions, and decision rules from every delivery. Do it before the team leaves the customer. Field components that later become platform standards often begin as small fixes made for one account.

Reuse first

When the next customer has a similar problem, open the playbook before starting over. The more useful the playbook becomes, the faster the delivery. Successful projects deserve a retrospective too; success usually hides a workflow worth preserving.

Create a distribution loop

The playbook is also an external content asset. Turn it into a case study, guide, or template and create a loop of delivery → capture → distribution → acquisition. Customers trust teams that can show the hard parts they have already solved.

A reusable first-week template

The playbook should be updated while the work is hot. A practical first-week checklist is a good starting asset:

  1. Draw the customer's real workflow, not the documented workflow.
  2. Mark three painful steps where AI can reduce work immediately.
  3. Find the person who knows why the workflow exists and work beside them.
  4. Find one small scenario that can run within a month.
  5. Confirm that the customer would pay for the result, not merely express interest.

The checklist is not the point. The point is making "how we won" transferable so the next teammate can avoid the same traps.