Collaborative Co-Intelligence (CCI) Whitepaper | Not an Efficiency Tool, but a New Civilization of Structural Resonance: Beyond LLMs — From Understanding to Generating & Resonating Collaborative Structures

Xinliang Wei

doi:10.5281/zenodo.16789366

Collaborative Co-Intelligence (CCI) Whitepaper | Not an Efficiency Tool, but a New Civilization of Structural Resonance: Beyond LLMs — From Understanding to Generating & Resonating Collaborative Structures

Research output: Book/Report › Commissioned report › peer-review

Abstract

This whitepaper introduces the paradigm of Collaborative Co-Intelligence (CCI), where AI transitions from efficiency-driven tools to structural collaborators. Within the SER × CSL × Rhythm OS × SPRL framework, CCI transforms collaboration into a civilization level resonance system—integrating rhythm-based structure, role modularity, and language protocol infrastructure (CLM). This marks a foundational shift in human–AI co-creation towards mutual expression, structural unity, and strategic co-authorship beyond prompt-based interaction.

Original language	English
Publisher	Zenodo
Number of pages	19
DOIs	https://doi.org/10.5281/zenodo.16789366
Publication status	Published - 10 Aug 2025

Keywords

Collaborative Co-Intelligence
CCI
Structured Expression Resonance
SER
Collaborative Structural Linguistics
CSL
Rhythm OS
Structured Path Resonance Loop
SPRL
Collaborative Language Model
CLM
Human–AI Collaboration
Structural Language Protocol
Rhythmic Language Interface
Civilization Shift

Research Beacons, Institutes and Platforms

Digital Futures
Institute for Data Science and AI
Creative Manchester

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

Access to Document

10.5281/zenodo.16789366Licence: CC BY

Fingerprint

Dive into the research topics of 'Collaborative Co-Intelligence (CCI) Whitepaper | Not an Efficiency Tool, but a New Civilization of Structural Resonance: Beyond LLMs — From Understanding to Generating & Resonating Collaborative Structures'. Together they form a unique fingerprint.

8 Commissioned report
6 Preprint
4 Other report
4 Working paper
More
- 1 Poster

Beyond Prompts: A Structural Language Paradigm for Human–AI Collaboration: SER × CSL × Rhythm OS as a Protocol Layer for Structured, Rhythmic, and Multi-Turn Co-Creation
Wei, X., 8 Sept 2025, SSRN, p. from 1 to 16, 16 p.
Research output: Preprint/Working paper › Preprint

Open Access
Collaborative Language Model (CLM) Whitepaper | From LLMs to a Structural Collaboration Language Protocol: Not a New LM, but the Structural OS for AI Collaboration
Wei, X., 9 Aug 2025, p. from 1 to 19. 19 p.
Research output: Contribution to conference › Poster › peer-review

Open Access
Collaborative Structural Linguistics (CSL) Whitepaper | An Original Structural Protocol for Human–AI Collaboration: The Second Curve of Language · The First Protocol of Collaboration
Wei, X., 9 Aug 2025, Zenodo, p. from 1 to 17, 17 p.
Research output: Preprint/Working paper › Working paper

Open Access

Cite this

@book{2e0e656a6b1347899652acf2aae187e6,

title = "Collaborative Co-Intelligence (CCI) Whitepaper | Not an Efficiency Tool, but a New Civilization of Structural Resonance: Beyond LLMs — From Understanding to Generating \& Resonating Collaborative Structures",

abstract = "This whitepaper introduces the paradigm of Collaborative Co-Intelligence (CCI), where AI transitions from efficiency-driven tools to structural collaborators. Within the SER × CSL × Rhythm OS × SPRL framework, CCI transforms collaboration into a civilization level resonance system—integrating rhythm-based structure, role modularity, and language protocol infrastructure (CLM). This marks a foundational shift in human–AI co-creation towards mutual expression, structural unity, and strategic co-authorship beyond prompt-based interaction.",

keywords = "Collaborative Co-Intelligence, CCI, Structured Expression Resonance, SER, Collaborative Structural Linguistics, CSL, Rhythm OS, Structured Path Resonance Loop, SPRL, Collaborative Language Model, CLM, Human–AI Collaboration, Structural Language Protocol, Rhythmic Language Interface, Civilization Shift",

author = "Xinliang Wei",

note = "Part of the Structural Language Protocol Series under Co-Writing Studio · Wei. Introduces CCI as the civilization-scale resonance interface within SER × CSL × Rhythm OS × SPRL architectures. Published on Zenodo and indexed by OpenAIRE.",

year = "2025",

month = aug,

day = "10",

doi = "10.5281/zenodo.16789366",

language = "English",

publisher = "Zenodo",

address = "Switzerland",

}

TY - BOOK

T1 - Collaborative Co-Intelligence (CCI) Whitepaper | Not an Efficiency Tool, but a New Civilization of Structural Resonance

T2 - Beyond LLMs — From Understanding to Generating & Resonating Collaborative Structures

AU - Wei, Xinliang

N1 - Part of the Structural Language Protocol Series under Co-Writing Studio · Wei. Introduces CCI as the civilization-scale resonance interface within SER × CSL × Rhythm OS × SPRL architectures. Published on Zenodo and indexed by OpenAIRE.

PY - 2025/8/10

Y1 - 2025/8/10

N2 - This whitepaper introduces the paradigm of Collaborative Co-Intelligence (CCI), where AI transitions from efficiency-driven tools to structural collaborators. Within the SER × CSL × Rhythm OS × SPRL framework, CCI transforms collaboration into a civilization level resonance system—integrating rhythm-based structure, role modularity, and language protocol infrastructure (CLM). This marks a foundational shift in human–AI co-creation towards mutual expression, structural unity, and strategic co-authorship beyond prompt-based interaction.

AB - This whitepaper introduces the paradigm of Collaborative Co-Intelligence (CCI), where AI transitions from efficiency-driven tools to structural collaborators. Within the SER × CSL × Rhythm OS × SPRL framework, CCI transforms collaboration into a civilization level resonance system—integrating rhythm-based structure, role modularity, and language protocol infrastructure (CLM). This marks a foundational shift in human–AI co-creation towards mutual expression, structural unity, and strategic co-authorship beyond prompt-based interaction.

KW - Collaborative Co-Intelligence

KW - CCI

KW - Structured Expression Resonance

KW - SER

KW - Collaborative Structural Linguistics

KW - CSL

KW - Rhythm OS

KW - Structured Path Resonance Loop

KW - SPRL

KW - Collaborative Language Model

KW - CLM

KW - Human–AI Collaboration

KW - Structural Language Protocol

KW - Rhythmic Language Interface

KW - Civilization Shift

U2 - 10.5281/zenodo.16789366

DO - 10.5281/zenodo.16789366

M3 - Commissioned report

BT - Collaborative Co-Intelligence (CCI) Whitepaper | Not an Efficiency Tool, but a New Civilization of Structural Resonance

PB - Zenodo

ER -

Collaborative Co-Intelligence (CCI) Whitepaper | Not an Efficiency Tool, but a New Civilization of Structural Resonance: Beyond LLMs — From Understanding to Generating & Resonating Collaborative Structures

Abstract

Keywords

Research Beacons, Institutes and Platforms

UN SDGs

Access to Document

Other files and links

Fingerprint

Research output

Beyond Prompts: A Structural Language Paradigm for Human–AI Collaboration: SER × CSL × Rhythm OS as a Protocol Layer for Structured, Rhythmic, and Multi-Turn Co-Creation

Collaborative Language Model (CLM) Whitepaper | From LLMs to a Structural Collaboration Language Protocol: Not a New LM, but the Structural OS for AI Collaboration

Collaborative Structural Linguistics (CSL) Whitepaper | An Original Structural Protocol for Human–AI Collaboration: The Second Curve of Language · The First Protocol of Collaboration

Cite this