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ZENODO
Preprint . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
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langscript v1.0: Complete Whitepaper & Proposal — A Cognitive Protocol for the Age of Human-Agent Collaboration

Authors: Gonzaleshvili, Alman;

langscript v1.0: Complete Whitepaper & Proposal — A Cognitive Protocol for the Age of Human-Agent Collaboration

Abstract

langscript is a semi-structured, declarative interaction language designed to occupy the space between natural language and executable code — a space called "The Middle Way." It is not a programming language and it is not prose. It is a cognitive protocol: a set of human-readable, machine-interpretable conventions that give Large Language Models the structural signals they need to reason reliably, while preserving the expressive fluidity that makes human thought worth capturing. langscript draws on principles from Object-Oriented Programming — encapsulation, inheritance, dot-notation — and reframes them as Object-Oriented Prompting (OOPrompting), a paradigm in which the user constructs semantic objects that an LLM can parse as executable logic rather than casual chatter. The result is a dramatic improvement in intent clarity, contextual continuity, tone alignment, and cross-model portability. This whitepaper presents the complete v1.0 foundational specification of langscript, synthesized from earlier draft formulations. It covers the problem space, core constructs (session, context, subtask, pipeline, task, meta), design philosophy, and practical applications for human-agent collaboration.

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Keywords

prompt engineering, cognitive protocol, structured prompting, Object-Oriented Prompting, large language models, human-agent collaboration, langscript, interaction language

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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
Green