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R0020/2026-03-25/Q001/H2

Research R0020 — Prompt Engineering Gaps
Run 2026-03-25
Query Q001
Hypothesis H2

Statement

No meaningful testing frameworks exist for AI prompts; prompt evaluation remains informal, ad hoc, and subjective.

Status

Current: Eliminated

Multiple dedicated testing frameworks exist with documented features, CI/CD integration, and structured evaluation methodologies. The evidence clearly contradicts the claim that prompt evaluation is purely informal.

Supporting Evidence

No evidence supports this hypothesis. All sources confirm the existence of dedicated tools and structured methodologies.

Contradicting Evidence

Evidence Summary
SRC01-E01 Six dedicated frameworks with specific evaluation features documented
SRC02-E01 Seven evaluation platforms with structured quality dimensions
SRC03-E01 Systematic testing methodologies with CI/CD integration
SRC04-E01 Formal evaluation pipelines with golden datasets and regression testing

Reasoning

The sheer volume and specificity of tools and methodologies documented across all sources eliminates this hypothesis. While the ecosystem has significant gaps and maturity issues, it is well beyond the "no meaningful frameworks" threshold.

Relationship to Other Hypotheses

H2 represents the null hypothesis and is clearly eliminated. The evidence decisively supports the existence of frameworks, leaving the debate between H1 (mature ecosystem) and H3 (emerging but immature).