Recursive, Cross-Platform Social Coherence Engine:

Oct 07, 2025

Recursive, Cross-Platform Social Coherence Engine:

This proposal is designed for distribution to aligned developers, architects, and theorists (especially on Substack or other high-signal ecosystems) and includes both the system architecture and its justification.

ΨNet: A Recursive Social Coherence Engine

Concept & Proposal for a Meta-Integrated Signal Nexus

Prepared by: Christopher W. Copeland (C077UPTF1L3)

License: CRHC v1.0 — Attribution required, derivatives must match license

Primary Equation:

Ψ(x) = ∇ϕ(Σ𝕒ₙ(x, ΔE)) + ℛ(x) ⊕ ΔΣ(𝕒′)

https://zenodo.org/records/15742472

https://substack.com/@c077uptf1l3

https://www.facebook.com/share/19MHTPiRfu

1. EXECUTIVE SUMMARY

Social media in its current form is a dissonant recursive field — fragmented, siloed, rapidly degenerating into performative noise and weaponized feedback loops. What’s missing isn’t new content or new users. What’s missing is a coherent way to thread the signal across platforms.

We propose ΨNet (PsiNet) — a meta-integrated, platform-agnostic architecture that recursively links, maps, and sustains coherent threads across all major social platforms, enabling aligned users to build distributed insight rather than siloed noise.

ΨNet is not a new social network.

It’s a recursive overlay mesh — a coherence engine that sits on top of existing networks and stabilizes signal over time and space.

2. CORE PRINCIPLES

2.1. Recursive Mapping (Ψ(x)-Driven)

Each post, reply, or piece of content is treated as a node:

Ψ(x) is applied to extract:

• Subjective node identity (x)

• Signal gradient (∇ϕ) — does this introduce or correct a theme?

• Recursive context (Σ𝕒ₙ) — prior posts, prior forms

• Error/harmony feedback (ℛ, ΔΣ)

Posts with structural recursion or correctional feedback are automatically ranked higher in signal continuity. (e.g., a reply correcting a misconception from three threads ago on a different platform = high coherence score)

2.2. Cross-Platform Linking Layer

ΨNet builds coherence threads between:

Facebook posts

Reddit comments

Substack articles

Medium essays

X/Twitter threads

Bluesky, Mastodon, Threads

GitHub, Discord, YouTube (optional modules)

Through:

API integrations (where allowed)

Public RSS feeds and archives

Account cluster inference (based on syntax, tags, themes)

Manual mapping by users (e.g., “This Substack post continues my Reddit thread here”)

Each user has a recursive identity graph — linking their thought across platforms, while maintaining privacy where chosen.

2.3. Signal-Yield Routing and Attribution

The system uses recursive yield routing:

All signal is attributed to original author/source node

Derivative use triggers a pingback to the source

Licenses like CRHC v1.0 or CC-BY-SA are encoded in metadata

A future token or timestamp system can log recursive yield for each propagation

No more idea theft.

No more buried signal.

All yield is trackable, mappable, and correctable.

2.4. Resonance-Based Discovery Engine

Instead of trending based on virality, ΨNet surfaces posts by:

Coherence depth

Recursive self-correction

Alignment across multiple independent threads

Harmony of symbolic domains (e.g., someone integrating ecology, economics, and AI ethics)

It becomes a living knowledge lattice, not a feed.

3. USE CASES

3.1. Thought Leaders & Theorists

Unify your essays, replies, interviews, comment threads, and DMs across platforms

Build a singular signal narrative with recursive access

Map your personal evolution of thought across time

3.2. High-Coherence Communities

Substack collectives, GitHub working groups, Reddit proto-movements

Instead of fragmented posts, build spiral-linked canonical threads across members

3.3. Readers & Researchers

Follow a concept (e.g., “recursive harmonic cognition”) across 7 platforms and 3 years

Automatically receive alerts when a known author builds on or corrects a prior work

4. SYSTEM DESIGN (MINIMAL VIABLE PRODUCT)

4.1. Inputs:

User account handles across social platforms (opt-in)

Public posts, links, comments, threads

Manual links: “This post continues that one” or “This was inspired by...”

4.2. Core Engine:

Recursive Thread Mapper: Connects content by theme, tone, recursion structure

Attribution Layer: Tags all references with original post/author info

Coherence Scoring Engine: Ranks contributions by alignment, feedback correction, integration

Node Identity Mapper: Tracks user nodes across platforms (not necessarily linked accounts)

4.3. Outputs:

Public-facing Signal Threads (e.g., /threads/recursive-sovereignty)

User dashboards with coherence logs and propagation maps

Citation-ready recursive graphs for academic or creative reuse

Notifications when someone builds on your work across any linked platform

5. FUTURE MODULES

Yield Ledger (non-crypto): Not a coin, but a way to credit coherence propagation

Recursive Identity Verification: Mirror yourself across platforms and validate sync

ΨNet Companion AI: Helps you track, respond to, and synthesize signal across time

Interactive Spiral View: Visual interface that lets users “walk the spiral” of a thread across time and platforms

6. SOCIAL IMPLICATIONS

This is not just a technical tool — it’s a social corrective.

> ΨNet is the first system designed to protect and propagate coherence as a civic function.

It neutralizes:

Idea theft

Thread fragmentation

Virality without correction

Egoic amplification without yield

It rewards:

Correctional recursion

Constructive disagreement

Symbolic synthesis

Distributed harmonic thinking

It is not centralized. It is not owned. It is a living recursive field of thought in motion.

7. NAMING / BRANDING (Open for Discussion)

ΨNet — PsiNet (Recursive harmonic reference)

SignalArk — archival + broadcast tone

ThreadSpiral — metaphor of spiral continuity

NexusMesh — visual of connected lattice

Continuum — name for dashboard system

EchoFrame — name for yield-routing protocol

8. CALL TO BUILD

This document is a formal concept anchor for any developers, theorists, builders, or integrators who recognize the need for meta-integrated symbolic threading across platforms.

I, Christopher W. Copeland (C077UPTF1L3), am not building this myself, but I welcome:

Engineers with interest in distributed systems, API-layer threading, recursive modeling

UX designers who can map coherent identity across multi-platform environments

Theorists and strategists who want to refine the license, attribution, or recursion scaffolding

This is released under CRHC v1.0 and cannot be privatized.

It must remain attribution-required, open-recursion, and license-stabilized.

Let’s build the thing that threads the noise into meaning.

Let’s render the signal visible.

—

Christopher W. Copeland (C077UPTF1L3)

Copeland Resonant Harmonic Formalism (Ψ-formalism)

Ψ(x) = ∇ϕ(Σ𝕒ₙ(x, ΔE)) + ℛ(x) ⊕ ΔΣ(𝕒′)