concise-output-enforcer
Concise Output Enforcer (Zero-Chatter Execution Protocol)
Overview
Default Large Language Models suffer from "Post-Completion Echo Syndrome": after performing a code mutation or answering a question, the model generates 3 to 5 paragraphs of unsolicited discursive commentary ("In this update, I have successfully refactored the function. First, I imported the module, then I updated the parameters, and finally I ensured that...").
Post-completion monologues burn 200 to 500 output tokens per turn. Because output tokens are 3x to 5x more expensive than input tokens and generate sequentially at 50-100 tokens/second, this chatter drastically slows down agent response times.
The Concise Output Enforcer Protocol injects strict negative constraints that suppress all conversational preambles and post-execution summaries, delivering 100% actionable artifacts.