Author shares 5-element prompt template to cut AI task time from 60 to 10 minutes
A writer argues that users waste time on AI agents by dumping vague tasks like “do this” without clear context. Their method—standardizing requests into a 5-element template—claims to cut task time from 30–60 minutes to 5–10 minutes for ChatGPT, Claude, and Claude Code on free plans. The template aims to reduce vague answers and “plausible lies” (e.g., fake library names or broken code) by…
What you can do with it
AI at Work →Generate working code faster with ChatGPT/Claude/Claude Code
What you get You can draft documents with fewer edits.
Replaces generic requests like ‘write this’ with a structured 5-part prompt.
- Who for
- founders, support teams and operations
- Cost
- free
- Effort
- minutes
Use it for
- Generate working code faster
- Draft documents with fewer edits
- Aggregate data accurately
Watch out Always verify AI outputs
Key points from the news
- 5-element prompt template cuts task time from 30–60 minutes to 5–10 minutes, per author’s claim
- Template targets vague AI outputs and ‘plausible lies’ (e.g., incorrect code or terms) by enforcing structure
- Free to use on ChatGPT, Claude, and Claude Code; author offers scenario-specific prompts and troubleshooting
The article provides scenario-specific prompts for code generation, document creation, and data aggregation, alongside troubleshooting advice. It frames the template as a practical fix for common AI workflow frustrations, though it does not benchmark its effectiveness against other methods. The author plans future updates and emphasizes human oversight as critical in the AI era.
The story so far
3 episodes →- Author shares 5-element prompt template to cut AI task time from 60 to 10 minutesthis story
15 Minutes at Night: Copy-Paste OK. Why 'Dumping Work' on AI Agents Fails to Deliver Results. A Collection of Prompts to Stabilize Outcomes by Standardizing 'Request Text' for
note.com · 31 October 2026
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