Compress

Compress

Simplify skills, prompts, and instructions to the smallest text that still changes agent behavior.

Keep load-bearing words. Cut noise. Use dense command language.

Process

1. Choose the target from $ARGUMENTS, a pasted instruction, or the named file.
2. Extract the behavior contract: actions, inputs, outputs, tools, files, checks, constraints, defaults, edge cases, and stop conditions.
3. For each sentence or bullet, run the output-change test: if removed, would the agent's output or process likely change?
4. Delete it when the answer is no.
5. Rewrite it when it points at a real requirement but uses vague language.
6. Prefer load-bearing verbs: build, update, remove, keep, inspect, verify, return, skip, ask, stop, fail, retry, cite, preserve.
7. Prefer specific nouns: file path, schema, command, tool, source, output format, test, threshold, owner, state, error, example.
8. Preserve behavior. Do not weaken rules to make the text shorter.
9. Cut:
   • baseline agent virtues, such as "be thorough", "write clean code", "use good judgment", "make it easy to read", or "write a good commit message"
   • quality adjectives without criteria, such as "robust", "polished", "detailed", "comprehensive", or "production-ready"
   • motivational language
   • throat-clearing, rationale, and backstory that do not alter the task
   • restated rules
   • overlapping instructions
   • padding phrases
   • obvious preamble
   • hedging that does not change behavior
   • examples that restate a rule without adding format or edge-case value
10. Keep:

• commands and constraints
• concrete success checks
• concrete examples that show a required format or edge case
• file paths, exact names, identifiers, commands, and schemas
• instructions that came from previous failures
• defaults that resolve real ambiguity

11. If asked to update a file, replace it with the simplified version. Otherwise return only the simplified instruction.

Rewrite

Rewrite weak phrases into commands only when the context supports a concrete behavior. Otherwise delete them.

• "Be thorough" becomes "Inspect open review threads, failing checks, and linked issues before reporting ready" only when those sources are in scope.
• "Make the commit message very detailed" becomes "Use a conventional commit subject and include a body with motivation, tests, and risk" only when that exact commit format matters.
• "Make the implementation easy to read" becomes "Keep parsing, validation, and rendering in separate functions" only when that boundary is relevant to the change.
• "Create a polished final answer" becomes "Report changed files and checks run" only when final-report evidence matters.

Output Shape

Use the simplest structure that preserves behavior:

• imperative bullets for rules
• numbered steps for required order
• short prose for one connected idea
• examples only for exact format or edge cases

Rules

• Return the simplified version only unless the user asks for commentary.
• Merge overlapping sections.
• State a general rule and its exception together.
• Do not drop a rule to hit a word count.
• Do not keep motivational or quality language unless it creates a concrete test, priority, or constraint.
• Replace vague quality language with a behavior-changing rule only when the original intent clearly requires it.
• If simplification changes likely agent behavior, restore the load-bearing instruction.