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magnus919_agent-skills/dspy/references/validation-audit.md
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Magnus Hedemark 6c193ae2d8 enrich: 4 skills v1.1.0 — source validation, deepened references, worked examples
DSPy v1.1.0: validation audit, worked RAG compilation example, expand ref table
Haystack v1.1.0: validation audit, file converters/YAML/component types, +2 refs
CrewAI v1.1.0: validation audit, unified Memory system, Flows docs, +3 refs
AutoGen v1.1.0: validation audit, v0.4 migration guide, AgentTool, streaming, +2 refs

All API surfaces validated against official docs.
2026-07-09 15:15:17 -04:00

1.4 KiB

DSPy Skill — Research Validation Audit

Date: 2026-07-09 Sources: dspy.ai, github.com/stanfordnlp/dspy

Claims Verified Correct

Claim Source Status
dspy.Predict(signature) — direct prediction dspy.ai docs
dspy.ChainOfThought(signature) — with reasoning dspy.ai docs
dspy.ReAct(signature, tools=tools, max_iters=10) — tool-use agent dspy.ai ReAct page
Custom module via class MyModule(dspy.Module) with forward() dspy.ai custom_module tutorial
BootstrapFewShot, BootstrapRS, MIPROv2, GEPA, COPRO optimizers dspy.ai optimizer guide
DSPY_CACHEDIR for current cache, DSP_CACHEDIR for legacy dspy.ai FAQ
_compiled = True flag prevents sub-module re-optimization dspy.ai optimizer guide
.compile() returns new copy, original not mutated dspy.ai optimizer guide
Tool functions need docstring + type hints dspy.ai customer_service_agent tutorial

Claims Verified and Corrected

Claim Correction Source
max_iters parameter on ReAct Confirmed: exists, default not documented dspy.ai ReAct page

Missing from Skill (Addressed in This Enrichment)

  • Worked example showing full RAG compilation with expected output
  • max_iters on ReAct documented
  • Custom agent pattern (not just ReAct — full Module subclass)