The Unfinished Athlete: Research Architecture

Four interconnected n=1 studies investigating the Control Loop Framework across competitive sport, somatic practice, shamanic work, and market environments.

All studies share a common theoretical foundation: Perceptual Control Theory extended through the Control Loop Framework into adversarial and communion-mode performance contexts.

The Four Studies

The Unfinished Athlete

Study 001 & Study 002 — Competitive Tennis Performance

Status

Phase 3 (Study 001) → Study 002 Active

Duration

5+ years

Findings

14

The Refinement Study

Thermal Somatic Reorganization in Non-Adversarial Contexts

Status

Active

Duration

Ongoing

Findings

0

The Unmapped Interior

Shamanic Practice as Adversarial Performance

Status

Active

Duration

Ongoing

Findings

0

The Axelrod Problem

Perceptual Arbitrage in Adversarial Market Environments

Status

Active

Duration

Ongoing

Findings

0

Theoretical Integration

Control Loop Framework Extension

All four studies extend CLF into new domains. The Unfinished Athlete established CLF in competitive tennis. The Refinement Study extends it to non-adversarial somatic contexts. The Unmapped Interior applies it to non-ordinary reality. The Axelrod Problem tests it in market environments.

The Unfinished AthleteThe Refinement StudyThe Unmapped InteriorThe Axelrod Problem

Communion Performance Theory

A theoretical branch investigating how performers attune to environmental coherence rather than opposing it. Developed through Ground Communion work in tennis and dance. Tested in The Refinement Study (yoga as communion), The Unmapped Interior (shamanic practice as communion-adversarial hybrid), and The Axelrod Problem (market perception as communion-mode input).

The Refinement StudyThe Unmapped InteriorThe Axelrod Problem

Transfer Ignition Across Domains

Investigation of whether perceptual architectures trained in one domain transfer structurally to others. The Unfinished Athlete established Transfer Ignition in tennis. The Axelrod Problem tests whether Ground Communion training transfers to market perception. The Unmapped Interior tests transfer to shamanic navigation.

The Unfinished AthleteThe Unmapped InteriorThe Axelrod Problem

Opacity Tolerance and Perceptual Stability

Core investigation across all studies: how do performers maintain coherent action when feedback is unclear or delayed? Tennis (opponent as opaque adversary), yoga (thermal load obscures proprioception), shamanic practice (non-ordinary reality is constitutively opaque), markets (price movements lag information).

The Unfinished AthleteThe Refinement StudyThe Unmapped InteriorThe Axelrod Problem

The Unifying Framework: CLF

All four studies operate within the Control Loop Framework (CLF), an original theoretical extension of Perceptual Control Theory into adversarial and high-demand performance contexts.

Core CLF Constructs

  • Reference Signal:The internal target that organizes controlled action
  • Constraint Saturation:The point where environmental pressure exceeds reference signal capacity
  • Adversarial Margin:The gap between capacity and constraints—measurable and expandable
  • Transfer Ignition:Reorganization of reference signals under maximum pressure

Research Extensions

  • Communion Performance Theory:How performers attune to environmental coherence
  • Opacity Tolerance:Maintaining coherence when feedback is unclear
  • The Drum State:Optimal perceptual-motor integration under pressure
  • Perceptual Arbitrage:Informational edge from embodied perception

Research Status & Next Steps

Active Research

  • →The Unfinished Athlete Study 002: Competitive tennis return in progress
  • →The Refinement Study: Daily Bikram yoga practice ongoing
  • →The Unmapped Interior: Shamanic practice investigation active
  • →The Axelrod Problem: Market perception testing initiated

Planned Integrations

  • →MSCA Fellowship with Lund University (Duška Radosavljević)
  • →Corporate partnerships (IBM, Whoop, Asics)
  • →Bamako Kickstarter (Ground Communion protocol development)
  • →Punahou School application (elite youth athletic development)

Explore the Research

Dive deeper into each study through Ground Press tours, or start with the foundational Control Loop Framework.

Browse Ground Press Library