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agentsop-prompt-history-inspect

Tool skill — the *first move* in any LM-debugging session: dump the actual rendered prompt the framework sent to the model, before changing anything else. Activate when an LM call produced an unexpected output (wrong answer, schema violation, refusal, truncation, cost spike, latency spike, infinite loop, "model got dumber after upgrade"). The skill enforces a 30-second inspect step BEFORE any prompt edit, model swap, retry, or temperature tweak. Cross-framework cheat sheet: DSPy `inspect_history`, LangGraph `get_state_history`, CrewAI `step_callback`, LangChain `set_debug`/`set_verbose`, Aider `/diff`+`--verbose`, raw OpenAI/Anthropic via `OPENAI_LOG=debug`/`ANTHROPIC_LOG=debug` or HTTPX event hooks. Do NOT activate for first-time prompt authoring, exploratory prompt design, or non-LM bugs.

skills/agentsop-prompt-history-inspect/SKILL.md

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# Prompt-History Inspect — First Move Before Anything Else

> *"The prompt you wrote is not the prompt the model received."*
> — Operating axiom for every framework that templates, injects few-shots, appends tool definitions, or wraps system messages.

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## 1. 何时激活 (When to activate)

Activate this skill the **moment** an LM call surprises you, BEFORE any other debug move.

| Trigger | Signal |
|---|---|
| Output wrong | "Why did it answer X?" / hallucinated fact / wrong format / refusal |