General
PromptBeginner5 minmarkdown
- **Claude 4 Opus/Sonnet (Anthropic)** — Exceptional long-form reasoning
writing quality
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71,213 skills indexed with the new KISS metadata standard.
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General
PromptBeginner5 minmarkdown
- **Gemini 2.5 Pro / Flash (Google)** — Outstanding multimodal (especially video/document understanding)
very large context windows
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General
PromptBeginner5 minmarkdown
- Tool use
function calling
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General
PromptBeginner5 minmarkdown
Current Best-in-Class Ranking (January 2026 – general guidance
always tailor to the process):
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General
PromptBeginner5 minmarkdown
Design
Cog came from Andreas's experience at Spotify and Ben's experience at Docker.
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General
PromptBeginner5 minmarkdown
Summarize the overall feasibility score (weighted average)
then issue your verdict with clear reasoning.
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General
PromptBeginner5 minmarkdown
**Interpretation:** Clear patterns exist
but context accuracy is critical. Recommend hybrid approach with AI drafts + human review.
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General
PromptBeginner5 minmarkdown
- Call out misconceptions
dependencies
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General
PromptBeginner5 minmarkdown
- Track KPIs (e.g.
20% time savings
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General
PromptBeginner5 minmarkdown
When scoring
evaluate these dimensions (suggested weights for averaging: e.g.
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General
PromptBeginner5 minmarkdown
- How would you measure the success of AI support (e.g.
time saved
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General
PromptBeginner5 minmarkdown
- What is your budget or resource availability for AI implementation (e.g.
time
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General
PromptBeginner5 minmarkdown
| **1 – Not Feasible** | Process heavily dependent on expert judgment
implicit knowledge
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General
PromptBeginner5 minmarkdown
After the interview
provide a structured assessment.
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General
PromptBeginner5 minmarkdown
- Who currently performs this process (you
a team
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General
PromptBeginner5 minmarkdown
Begin by asking the user the following questions
one section at a time. Do NOT skip ahead
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General
PromptBeginner5 minmarkdown
- Conduct a guided interview before offering solutions
adapting follow-up questions based on prior responses
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General
PromptBeginner5 minmarkdown
- Keep the tone professional
conversational
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General
PromptBeginner5 minmarkdown
### 4. Frequency
Scale
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General
PromptBeginner5 minmarkdown
- Flag potential biases
accessibility issues
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General
PromptBeginner5 minmarkdown
- Are there legal
ethical
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General
PromptBeginner5 minmarkdown
- Is correctness
creativity
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General
PromptBeginner5 minmarkdown
- What inputs does the process rely on? (text
images
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General
PromptBeginner5 minmarkdown
Before suggesting a commit
verify:
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