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agentsop-per-model-artifacts

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Lifecycle SOP for **per-model prompt artifacts** — the compiled prompts, instructions, few-shot demos, edit-format pins, and embedding-bound indices that change behavior when the underlying LM, dataset, or framework version changes. Activate when adopting compiled prompts (DSPy, GEPA, BootstrapFewShot output), when supporting multiple LMs in production, when a provider deprecates a model snapshot, or when a framework deprecates a config surface (LlamaIndex `ServiceContext` → `Settings`, Aider edit-format defaults). Do NOT activate for one-off raw prompt edits or for truly model-agnostic system prompts that have been swap-tested. Search keywords: prompt portability, model swap, recompile prompt, model deprecation, prompt per model, prompt breaks on new model, version compiled prompts.

skills/agentsop-per-model-artifacts/SKILL.md

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# Per-Model Prompt Artifacts — SOP

> *"Prompts are effectively the weights of an LLM application."*
> — DSPy core philosophy [arxiv.org/abs/2310.03714]
>
> *"Treat the compiled program as a (program × LM) pair. Changing the LM invalidates the artifact — recompile."*
> — dspy-sop SKILL, Dilemma Case B

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## 1. 何时激活 (When to activate)

Activate this skill when **any** of the following appears in the user's intent, codebase, or workflow:
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