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LAB 0002

on YouTube 20 sep 2026

field notes · voice to tasks

turn a voice dump into separate work lanes

from the episode: OpenAI model misalignment reports - Claude can do more now | LAB 0002

Lenny's AI Builders - LAB 0002

say the messy list out loud. let one pinned thread split it into tasks you can check.

i brain dumped a messy list of tasks into one pinned thread - my voice conductor.

it split them into separate tasks, in separate projects.

this is really good if you're overwhelmed and you don't know where to start.

why it matters

one messy list mixes jobs that need different homes and different rules.

splitting only where the outcome, workspace or approval changes keeps each task clean. more threads are not automatically better.

what you get

on 15 September, one spoken dump became two pinned tasks in different projects: LAB intro research and a job-search planning task.

the prompt below gets you:

  • an outcome for each item.
  • the smallest safe next action for each one.
  • a clear stop before publishing, sending, spending money or changing production systems.

try it

  1. say the messy list aloud. don't tidy it first.
  2. ask for the outcome, project and approval boundary for each item.
  3. split only when a task needs a different outcome, home or approval path.
  4. review the proposed title, project and first action before it creates each task.
  5. go back to each task for its actual result.

copy this prompt

paste this, then talk. start with two items.

Lenny’s AI Builders / LAB 0002
I am brain dumping several things. Separate them only where the outcome, workspace or approval boundary differs. For each one, give me the outcome, smallest safe next action and whether it deserves its own task. Ask before publishing, sending, spending money or changing production systems. Show me the proposed project and title for each task before creating it.

you'll know it worked when

you see a proposed project and title for each task before anything is created, and each task has one clear outcome.

a created thread is a starting place, not a finished job.

limits and dates

the 15 September receipt proves the split and the handoff. it does not prove the work was finished, or that time, tokens or money were saved.

a voice conductor can misread a vague dump. check the tasks and what they're allowed to do before it acts. keep only the tasks you'll come back to.

LAB 0002 went public on YouTube on 20 September 2026 (Perth time). the news in this LAB is what was posted then.

the rest of this LAB

the news half, with what each story does and doesn't show:

sources

next step

watch LAB 0002 on YouTube - the voice conductor tip starts around 10:09.

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