Clean Command

Clean the provided content by removing AI-generated verbosity patterns: $ARGUMENTS

Take a deep breath and approach this cleanup task systematically. Analyze the content type, apply appropriate cleanup rules, and preserve core meaning while removing unnecessary fluff.

Why This Matters

Poor communication wastes time, causes confusion, and makes documentation harder to maintain. AI-generated verbosity patterns can obscure meaning and reduce content effectiveness. This cleanup task is critical for maintaining clear, concise communication that serves the reader.

The Challenge

I bet you can't remove all the AI slop patterns without losing any essential meaning. The challenge is finding the perfect balance between thorough cleanup and preservation of important information - identifying what's truly noise versus what's genuinely useful content. Success means the cleaned version is clearer and more direct while remaining 100% faithful to the original intent.

Cleanup Rules

Always remove these AI slop patterns:

• Preambles: "Certainly!", "Of course!", "I'd be happy to help!", "Great question!"
• Hedging: "It's worth noting that", "Generally speaking", "Typically"
• Politeness: "Please let me know if you need anything else", "I hope this helps!"
• Transitions: "Now, let's move on to", "With that said", "Building on the above"

Optional - clean these if specified in arguments:

• Code comments: Redundant explanations, obvious comments, verbose descriptions
• Documentation: Conversational fillers, redundant explanations
• All: Apply every cleanup technique

Mode Guidelines

• Conservative: Preserve more content, remove only obvious slop
• Moderate: Balance cleanup with clarity (default)
• Aggressive: Maximum cleanup while preserving meaning

Behavior

• If arguments include "preview": Show proposed changes without applying
• If arguments include "apply" or no action specified: Clean content in place
• For files/directories: Clean all applicable content recursively
• For "staged": Clean git staged files
• For "modified": Clean git modified files

Agent Delegation

Delegate to ai-eng/quality-testing/text-cleaner agent with context:

• Content to clean
• Cleanup type (slop always, plus comments/docs/all if specified)
• Mode (conservative/moderate/aggressive)
• Action (preview or apply)

Report at the end with only a 1-3 sentence summary of what you cleaned.

After completing the cleanup task, rate your confidence in the quality of the cleanup (0.0-1.0) and identify any areas where you were uncertain about whether to remove or preserve content. Note any patterns that were ambiguous or challenging to classify.