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Zero-Shot Engineering — Public Specification

integration_instructionsResearch softwarekeyboard_double_arrow_right Software 12 Dec 2025Publisher:Zenodo
Authors: Furnari, Alberto;
Code repository: https://github.com/albertofurnari/zero-shot-engineering-spec/tree/v1.0.8

doi: 10.5281/zenodo.17941743 , 10.5281/zenodo.17962536 , 10.5281/zenodo.17909367

Zero-Shot Engineering — Public Specification

Abstract

This release marks the stable baseline of the Zero-Shot Engineering public specification. Key updates: Consolidated terminology and semantics after internal audits (ONT/MECH/EPI/SEM/NOV/EMP/SYS) Clarified mechanistic descriptions (attention, constraints) and downgraded absolute claims Established governance (normative scope, change policy) in README (EN/IT) Aligned citation metadata (CITATION.cff) with canonical Zenodo DOI: 10.5281/zenodo.17909367 Added CHANGELOG.md for transparent spec evolution Canonical citation: Furnari, A. (2025). Zero-Shot Engineering — Public Specification (v1.0.8). Zenodo. https://doi.org/10.5281/zenodo.17909367

If you use this work, please cite it.

Keywords

Prompt Engineering, LLM Control, Constraint-based control, Zero-Shot Engineering

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average