Individual skill
agentsop-dspy
Operating SOP for DSPy (Stanford NLP) — the declarative framework for "programming, not prompting" language models. Activate when the user says any of: "use DSPy", "compile a prompt", "optimize prompts/programs", "MIPRO/MIPROv2", "BootstrapFewShot", "GEPA", "Signatures + Modules", "teleprompter", "auto-tune prompts for a different LM", or whenever a brittle hand-crafted prompt pipeline needs to be turned into a *compiled*, measurable, swappable program. Do NOT activate for one-shot prompt tweaks, no-metric exploratory work, or pipelines where prompts must remain human-authored verbatim — use raw prompting or LangChain templates instead.
skills/agentsop-dspy/SKILL.md
Source commit cf4376869e5f23f82404c3021a2a1315dfca318d
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Instructions only
- Last checked
- Nov 6, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
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Repository context
- Repository stars (not skill ratings)
- 463
- Repository last updated
- Oct 24, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- agent-skill Repository topic
- skill-creation Repository topic
- ai-agent Repository topic
- llm-agent Repository topic
- skill-engineering Repository topic
- skill-generation Repository topic
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- engineering Derived category
Files and excerpt
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Browse files
README.mddoc · 2,415 bytesSKILL.mdcore · 29,444 bytesSKILL.mdcore · 29,444 bytesSKILL.mdcore · 29,444 bytesSKILL.mdcore · 29,444 bytesSKILL.mdcore · 29,444 bytesintermediate/operation_candidates.jsonasset · 12,570 bytesreferences/R1-architecture.mddoc · 6,013 bytesreferences/R2-sop-workflow.mddoc · 5,669 bytesreferences/R3-dilemma-cases.mddoc · 7,629 bytesreferences/R4-anti-patterns.mddoc · 4,984 bytesreferences/R5-ecosystem-context.mddoc · 7,461 bytes
Read excerpt
# DSPy SOP — Programming, Not Prompting
> *"DSPy isn't a prompt-optimization agent framework. It's the LLM compiler for the shortest, cleanest code."*
> — Eito Miyamura [eito.substack.com/p/dspy-the-most-misunderstood-agent]
>
> *"Prompts are effectively the weights of an LLM application."*
> — Core philosophy [arxiv.org/abs/2310.03714]
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## 1. 何时激活 (When to activate)
Activate this skill when **any** of the following triggers are present in the user's intent or codebase:
