Compression‐Cheatsheet

Compression Cheatsheet

Quick reference for all shorthand patterns. Copy and use directly in any prompt.

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Analysis & Review

Task	Compressed Form
Analyze something	analyze:
Find and fix bugs	debug+fix:
Review and improve	refine:
Full audit	audit:
Critical evaluation	critique:
Compare two things	compare: A vs B
Pros and cons	pros/cons:
Risk assessment	risk-assess:
SWOT analysis	SWOT:
Find gaps or missing parts	gaps:

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Writing & Content

Task	Compressed Form
Blog post	blog-post:
Email	email:
Professional message	draft-msg:
Social media caption	caption:
Headlines (5 options)	headlines(5):
Product description	product-desc:
Rewrite formally	rewrite: formal
Make shorter	compress:
Simplify language	simplify:
Match a tone	tone: [X]

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Code

Task	Compressed Form
Write a function	fn:
Debug and explain fix	debug+explain:
Refactor for cleanliness	refactor:
Add error handling	add: error-handling
Convert language	convert: X→Y
Write unit tests	tests:
Optimize for speed	optimize: speed
Add comments	add: comments
Build complete feature	build: [X] ([stack])
Fix specific error	fix: [error]

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Summarization

Task	Compressed Form
Key points summary	summarize:
Extract important info	extract: key-info
Main takeaways	takeaways:
Action items only	action-items:
Statistics and numbers	extract: stats
Named entities	extract: entities
One paragraph	summarize: 1-para
One sentence	summarize: 1-sentence
Bullet notes	notes:

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Research & Explanation

Task	Compressed Form
Simple explanation	explain: simple
Beginner explanation	explain: ELI5
Technical deep dive	explain: technical
What is X and how it works	what+how: X
Background context	context:
Overview	overview:
Common mistakes	mistakes:
Step by step guide	steps:

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Generation & Ideation

Task	Compressed Form
10 ideas	ideas(10):
Options list	options:
Brainstorm	brainstorm:
Template	template:
Checklist	checklist:
Framework	framework:
Variations (3 options)	variations(3):

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Quantity Modifiers

Modifier	Meaning
(3)	Exactly 3 results
max: 5	No more than 5
top-3	Best 3 only
1-liner	One sentence only
brief	Short form
detailed	Full depth

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Domain Prefixes

Prime Claude for domain-specific language without lengthy setup:

legal: review this contract clause
medical: explain this lab result simply
finance: analyze this P&L
marketing: improve this landing page copy
tech: explain this architecture decision
hr: draft a performance review for

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Power Formula

The fastest way to improve any prompt:

[ROLE (1 line)] + [TASK (compressed)] + [FORMAT (explicit)] + [CONSTRAINTS (negative)]

Example — 34 tokens:

You are a copywriter. Write 3 email subject lines for a SaaS launch.
Format: numbered list. No explanations. Max 10 words each.

This replaces a typical 120+ token prompt for the same output quality.