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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Dump context once before the first job01DumpWho you are, whatrepeats, currentbets02ReverseLet it say how itwould staff thebench03One real jobObject, stop,acceptance04LeaveYou approve; you donot babysit everystep05CheckAccept against thereport format✓ One closed loop beats five empty roles
Let it learn your world, then assign the first job.

Dump Context, Then One Closed Loop

Do not start by giving orders. Say who you are, what repeats, and what is at stake, then assign one real job with a stop. Do not hire a fleet first.

Put the five-step loop onto a cloud teammate, with one extra move before “brief”: dump context. Officially a bot is a teammate that remembers across threads. If you do not dump, what it remembers is empty.xai-bot

After reading, you should be able to answer:

  • What do you dump, and what do you never dump?
  • How do you write the first real job so it is actually closed?
  • Why not hire a fleet first?

Dump the world, not the secrets

Dump: who you are, what the company or project is, what repeats every week, the current bets. Do not dump: passwords, keys, payment cards. Credentials go through the dedicated path. See red lines. After the dump, make it reverse: how it would staff this bench. If the reverse is wrong, change the org before you assign.

One real job, four hire-card parts

Community teaching writes hire cards as duty, sources, judgment bar, and report format — the five things in teammate shape.grokbot-playbook Keep the first job small: watch one class of sources and return a brief with primary links; turn a batch of invoices into a table without paying. Pay, send, and new logins must stop.

Do not start with five roles. Without one closed loop, a role is only a title. How the org grows is next.

References

  1. Grok Bot — xAI
  2. Grok Bot playbook (orange-book compilation)