~/archive/research

RESEARCH LOG

Classified research entries. Cognitive pattern analysis, venture architecture, constraint systems, and framework convergence. All articles at a glance.

6 entriesSTATUS: DECLASSIFIED

Each research entry explores a distinct domain — cognitive science, studio economics, or graph theory — and converges on the same structural insight: complex systems require constraint-based architectures that separate generation from validation, enforce layer hierarchies, and build resilience through measurable feedback loops. These findings form the theoretical foundations for three operational frameworks: CVMS for cultural calibration, AVAF for venture architecture, and KYTREX for scenario planning.

▸ LOG-007.log[CLASSIFIED]
LOG-007 — 2026.06.16[PUBLIC]

Against Certainty: Why Probability Is the Last Honest Skill

Your brain evolved to panic, simplify, and overreact. Statistics is the cheap upgrade. A field guide to thinking in probabilities — with a live Bayes calculator on a test that fools the doctors who order it.

#calibration#base-rates#bayes
> READ MORE
▸ LOG-006.log[CLASSIFIED]
LOG-006 — 2026.06.15[PUBLIC]

The Deflation Engine Inside the AI Bubble

Everyone has the AI cost story backwards: capability-adjusted inference is deflating 10-50x/year while frontier and total spend inflate. A sharp, sourced read.

#ai-bubble#compute-economics#maintainability
> READ MORE
▸ LOG-004.log[CLASSIFIED]
LOG-004 — 2026.03.10[PUBLIC]

Framework Convergence Analysis

Cross-referencing the three frameworks CVMS, AVAF, and KYTREX. Shared principles: constraint thinking, layer architecture, validation. Strong measurable correlation between cognitive load optimization and system stability.

#convergence#cross-framework#system-constraints
> READ MORE
▸ LOG-003.log[CLASSIFIED]
LOG-003 — 2026.02.20[CONFIDENTIAL]

Constraint-Driven Graph Systems for Future Thinking

Research on LLM-generated graph structures: combinatorial explosion, ontology engineering, cyclic paradoxes, and JSON structural breaks. Theoretical basis for KYTREX.

#constraint-graphs#ontology#LLM-validation
> READ MORE
▸ LOG-002.log[CLASSIFIED]
LOG-002 — 2026.02.03[RESTRICTED]

Systemic Venture Architecture and Flywheel Dynamics

Investigation of studio economics: flywheel theory, portfolio synergies, and layer architecture as the theoretical foundation for the AVAF framework.

#venture-architecture#flywheel#portfolio-synergy
> READ MORE
▸ LOG-001.log[CLASSIFIED]
LOG-001 — 2026.01.15[CONFIDENTIAL]

Cognitive Pattern Recognition in User Behavior

Theoretical foundations of cognitive models for predicting user interaction patterns. Mental models, cultural value dimensions, and behavioral mapping as the basis for the CVMS framework.

#cognition#mental-models#cultural-dimensions
> READ MORE
>cd ~/archive