Published December 17, 2025 | Version v1.1.0-it
Software Open

Zero-Shot Engineering — Public Specification

Authors/Creators

Description

This release introduces a set of clarifications that increase the operational and normative maturity of the Zero-Shot Engineering (ZSE) specification.

Highlights

  • Explicit declaration of economic trade-offs between prompt-based control and fine-tuning approaches.
  • Formal acknowledgment of cognitive and maintenance costs associated with ZSE prompt design.
  • Introduction of a normative hierarchy for constraint resolution (Schema > Constraints > Role).
  • Improved clarification of ZSE applicability boundaries and failure conditions.
  • Editorial and typographical refinements to improve specification readability.

No new mechanisms, metrics, or experimental results are introduced. This release focuses on reducing interpretive ambiguity and strengthening adoption readiness.

Notes

If you use this work, please cite it.

Files

albertofurnari/zero-shot-engineering-spec-v1.1.0-it.zip

Files (10.7 kB)

Additional details