Jun 5 • General discussion
Weekly AI Operating Brief
Weekly AI Operating Brief
Use this once a week to keep your AI setup useful.
This is not a big strategy doc. It is a 10-minute control loop.
You are done when you have four bullets:
- one workflow improved
- one problem or risk found
- one instruction or source updated
- one next safe test
Copy this into your AI tool:
Help me write a Weekly AI Operating Brief.
My business/project:
[write one sentence]
AI workflow I used this week:
[example: turned meeting notes into next actions]
What went well:
[write rough notes]
What was wrong, risky, missing, or confusing:
[write rough notes]
What source material or instruction may need updating:
[write rough notes]
Next workflow I might test:
[write rough notes]
Return a short brief with these headings:
1. Workflow improved
2. Problem or risk found
3. Instruction or source to update
4. Next safe test
5. Human approval boundary
Keep it plain. Do not invent results. If information is missing, list the question I should answer.
Example:
Workflow improved: customer follow-up emails got faster.
Risk found: one draft promised timing before the schedule was confirmed.
Instruction updated: AI must not promise price, timing, warranty, availability, refunds, or exceptions without human approval.
Next safe test: use the same draft process for vendor follow-up emails with non-sensitive notes.
Human approval boundary: a person approves every message before it is sent.
Why this matters:
Most AI systems drift because nobody reviews them. The prompt gets reused in new situations. The source material gets stale. The output looks confident but misses a detail. A weekly brief catches that before the system becomes messy.
Useful outside references:
OpenAI prompt engineering guide:
Anthropic hallucination-reduction guidance:
Simon Willison on prompt injection:
If you want feedback, post your brief in the Post Your First AI Task thread:
My weekly AI brief:
Workflow improved:
Risk or mistake found:
Instruction/source updated:
Next safe test:
Human approval boundary:
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Weekly AI Operating Brief