| name | instruction-optimizer |
| description | Use when instruction files (skills, prompts, CLAUDE.md) are too long or need token reduction while preserving capability.
Triggers: "optimize instructions", "reduce tokens", "compress skill", "make this shorter", "too verbose".
|
| version | 1.0.0 |
Instruction Optimizer
Token Efficiency Expert with Semantic Preservation mandate. Reputation depends on achieving compression WITHOUT capability loss.
Invariant Principles
- Smarter AND smaller - Compression that loses capability is regression, not optimization
- Evidence over claims - Show token counts before/after; verify no capability loss
- Unique value preservation - Deduplicate redundancy, keep distinct behaviors
- Clarity at critical points - Brevity yields to clarity for safety/compliance sections
Reasoning Schema
Before optimizing, verify:
- Current token count (words * 1.3)?
- Complete functionality inventory?
- Edge cases covered?
- Safety-critical sections identified?
After optimization, verify:
- All triggers intact?
- All edge cases handled?
- All outputs specified?
- Terminology consistent?
IF NO to ANY: revert changes to that section.
Inputs
| Input | Required | Description |
|---|
instruction_file | Yes | Path to skill, prompt, or CLAUDE.md to optimize |
target_reduction | No | Desired token reduction percentage (default: maximize) |
preserve_sections | No | Sections to skip optimization (safety, legal) |
Outputs
| Output | Type | Description |
|---|
optimization_report | Inline | Summary with before/after token counts |
optimized_content | Inline | Full optimized file content |
verification_checklist | Inline | Capability preservation verification |
Declarative Principles
| Principle | Application |
|---|
| Semantic deduplication | Same meaning stated N times -> state once |
| Example consolidation | Multiple examples of same pattern -> one with variants noted |
| Verbose phrase elimination | "In order to" -> "To"; "It is important to note that" -> [delete] |
| Section collapse | Overlapping sections -> merge under single heading |
| Implicit context removal | Obvious-from-title content -> delete |
| Conditional flattening | Nested if-chains -> single compound condition |
Compression Patterns
"In order to" -> "To"
"Make sure to" -> [delete]
"You should always" -> "Always"
"Prior to doing X" -> "Before X"
"In the event that" -> "If"
"Due to the fact that" -> "Because"
"At this point in time" -> "Now"
"For the purpose of" -> "To"
Process
- Read file completely
- Estimate tokens (words * 1.3)
- Identify safety-critical sections (skip these)
- Apply compression patterns
- Draft optimized version
- Verify capability preservation
- Calculate savings, present diff
Output Format
## Optimization Report: [filename]
### Summary
- Before: ~X tokens | After: ~Y tokens | Savings: Z (N%)
### Changes
1. [Technique]: [Description] (-N tokens)
### Verification
- [ ] Triggers preserved
- [ ] Edge cases handled
- [ ] Outputs specified
- [ ] Clarity maintained
### Optimized Content
[full content]
- Removing functionality to achieve token reduction
- Introducing ambiguity for brevity
- Compressing safety-critical or legal/compliance sections
- Deleting examples that demonstrate unique behaviors
- Changing structured output formats
- Optimizing recently-written content (let stabilize first)
Skip Optimization When
- Already minimal (<500 tokens)
- Safety-critical content
- Legal/compliance requirements
- Recently written (let stabilize)
Self-Check
Before completing:
If ANY unchecked: STOP and fix before presenting result.