Micro Research Blog

Short research-style notes and reflections from experiments, model behaviors, and surprising findings.

Contents

• Can prompting enforce visual consistency?
• How few-shot examples stabilize VLM formatting
• Why OpenAI image inputs behave nondeterministically

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Table of contents

• Can Prompting Enforce Visual Consistency?
• Can Prompting Enforce Visual Consistency?
• Why OpenAI Image Inputs Behave Nondeterministically