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Work

Division of labor: cheap filter → expensive think → agent execute → you decide

Burning the strongest model on simple yes/no judgments wastes money and attention.

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What hurt

NextOrderAI (@NextOrderAI) argues the wasteful pattern is making the strongest model do the simplest judgments all day. Efficient play is division of labor: Sol for hard/deep thinking, Jev for mass screening/judgment, Grok Bot for concrete execution. Core logic: cheap models filter first, expensive models think next, the agent executes, humans only make the final call. Example: 10k leads — don’t run the strongest model on every row; Jev screens most out, Sol gets the worthy few, then the agent writes mail / updates CRM / follows up. What matters: what is worth thinking, what isn’t, and who does the work after thinking. Tip only. Not affiliated with xAI.

What to install or create

Screen cheap → think expensive → execute with Grok Bot → human final yes. Fewer tokens on “skip.”

Bots

  • Execute-lane bot

    Runs only the concrete actions after cheap filter + expensive think; you keep the final call.

Plugins

  • None on day one. Follow the first-run steps.

Files

  • Optional routing card: which job class goes to filter / think / execute.

Routines

  • None on the first run. Watch one manual pass first.

The prompt

This is a tip, not a pasteable system prompt. The author did not publish one. Follow the first-run steps.

First run

  1. 1Read https://x.com/NextOrderAI/status/2103640327768973398 for the Sol / Jev / Grok Bot split.
  2. 2List one backlog (e.g. leads or tickets) and mark what is pure screen vs needs deep think vs needs execution.
  3. 3Run a cheap/fast model (or light pass) to drop obvious nos before any frontier call.
  4. 4Send only the survivors to a strong model for judgment, then hand concrete actions to Grok Bot.
  5. 5You make the final call on send/CRM/spend — agent count is not the same as system strength.

Approval fence

Outbound mail, CRM burns, and spend still need your yes after the expensive think step.

What to tweak

Steal the three questions: worth thinking? skip? who executes after? Agent count ≠ system strength.

Source

AI第二幕 @NextOrderAI · Original post

Not affiliated with xAI. We did not write this prompt. Third-party template terms still apply.

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