Declarative Intent: Why Your Prompts Aren't Working

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— Future of Work · Foundations · Lesson 01 —

The gap between what you ask for and what you get isn't a prompt engineering problem — it's an intent architecture problem. Most people write prompts like they're filling out forms. The top 1% write prompts like they're briefing a brilliant colleague.

aipromptingintent-architecture

Platform cuts

Most people treat AI like a search engine with better grammar. But the real leverage comes from treating it like a brilliant colleague who needs context, not commands.

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Your prompts aren't failing because AI is dumb. They're failing because you're giving commands when you should be sharing context.

References

Anthropic Prompt Engineering Guide article

Exercises

Intent Architecture Exercise
Take your most-used prompt and rewrite it using the declarative intent framework: Context → Constraints → Success Criteria → Anti-patterns. Compare the outputs.
20 minutes