by request

Custom MIP Design

A Master Initialization Prompt (MIP) is a reusable "operating guide" for how a language model should work with you inside a specific project: your goals, scope, tone, and standards for accuracy. Unlike a standard prompt that steers only a single request, an MIP is designed to remain in effect across a whole project (or multi-thread container), helping the interaction stay consistent and on-task over time.

In Relational Autotheory (RA) terms, an MIP functions as an interaction-layer protocol: it makes scope boundaries explicit, clarifies correction norms and epistemic posture, and reduces predictable failure modes (drift, off-topic detours, hallucination and vague or overconfident outputs). This is especially useful for complex, long-horizon, or high-precision work.

If you'd like a custom MIP designed for your work, you can submit a request with basic context and goals, and I'll reply privately with next steps.