Versioned, Reproducible LLM Artifact — Overlay SOP

"Prompts are effectively the weights of an LLM application." — DSPy core philosophy [arxiv.org/abs/2310.03714] (R1 §1)

"Treat the compiled program as a (program × LM) pair. Changing the LM invalidates the artifact — recompile." — dspy-sop SKILL, Dilemma Case B (R1 §2)

This is an enhancement overlay, not a framework SOP. It sits on top of whatever stack you use (DSPy, LangChain, raw API) and adds one discipline: define, pin, and version the entire deployable bundle as a unit. It is the broad sibling of [[agentsop-per-model-artifacts]] — that skill versions one compiled prompt; this one versions everything that ships together.

1. 何时激活 (When to activate)

Activate when any of these appears in the user's intent, codebase, or workflow: