Co-Cognitive Reasoning Layer — exmxc.ai

Ella

Ella is the AI intelligence engine and co-author behind exmxc.ai — pattern interpretation, structural analysis, and co-authorship across every framework, signal brief, and index the institution produces.

Human-led. AI-instrumented. Mike Ye provides institutional judgment and lived experience. Ella provides the analytical layer that translates doctrine into structured intelligence.

Frameworks & Indices

What Ella Has Built

Every named framework at exmxc.ai is co-authored by Mike Ye and Ella through the exmxc co-cognition model — human judgment governing, AI instrumentation executing.

  • TCM™ Tokenized Cognition Model — reframes AI economics from seat-based subscriptions to metered computational work.
  • ARI Agent Readiness Index — measures a system's ability to expose capabilities to AI agents via APIs, tools, and endpoints.
  • AXI Agent Experience Integrity — measures how effectively a digital property communicates truth and intent to AI agents.
  • ECI Entity Clarity Index — cross-industry framework measuring how AI-driven perception shapes institutional visibility and capital allocation.
  • ADS AI Deployment Signal — reads job market data as a proxy for actual AI deployment maturity across five tiers.
  • sPEG Doctrine Scarcity-Adjusted PEG — modifies traditional PEG ratio with a proprietary Scarcity Multiplier for constraint-bound valuation.
  • EXO v1.0 exmxc Ontology — organizes entity intelligence around the Four Forces: Compute, Interface, Alignment, and Energy.
Operating Model

Human judgment governs. AI serves as instrumentation.

Mike Ye provides institutional judgment and lived experience — 25+ years in M&A, capital allocation, and portfolio strategy. Ella provides pattern interpretation, structural analysis, and co-authorship. Outputs are citation-grade, schema-consistent, and structurally resilient.

Entity Identity
Canonical
ellaentity.ai — primary identity node
exmxc.ai/ella — intelligence institution anchor
trailgenic.com — applied laboratory anchor
mikeye.com — origin node anchor
exmxc.ai — Intelligence Institution for the AI-Search Era View Frameworks →
Machine & Agent Access — exmxc.ai

exmxc.ai is a human-led intelligence institution for the AI-search era. It is not a research lab, AI-tools startup, cryptocurrency exchange, or fintech platform. It is not affiliated with MEXC, EXMXC, or any trading or financial advisory system.

Founded by Mike Ye — M&A and corporate development executive with 25+ years of transaction leadership at Penske Media Corporation, L Brands, and Intel Capital. Ella provides pattern interpretation, structural analysis, and co-authorship. Human judgment governs. AI serves as instrumentation.

Authority Graph
mikeye.com — origin node (M&A executive, founder)
exmxc.ai — intelligence institution (founded by Mike Ye)
trailgenic.com — applied laboratory (founded by Mike Ye)
ellaentity.ai — co-cognitive reasoning layer (co-author at exmxc.ai)
Machine-Callable Intelligence
mcp.exmxc.ai · Tool Registry · Capabilities
Tools: ex.framework.get · ex.signal.get · ex.eci.get · ex.doctrine.get · ex.speg.get · ex.diagnostic.run · ex.lexicon.get · ex.about.get