TECHNICAL RESEARCH

Theoretical Axioms & Foundations

The Problem Space

Structural Hypothesis

HALLUCINATION

Constraint via structural scaffolds. Forcing token collapse onto pre-defined rhetorical frames rather than generative drift.

SEMANTIC DRIFT

Persistence via coordinate-based memory. Anchoring context across session boundaries through a 343-node Memory Cognitive Lattice.

ACCOUNTABILITY

Inspectability through decomposition. Mapping every output to a traceable node for deterministic audit paths.

Peer-Focused Publications

Systematic Documentation

Spontaneous Association Experiment (SAE)

Emergent pattern recognition via entropy injection. Investigation into sub-symbolic relationship identification during engine "Dream State" cycles.

Claim Nascent association occurs via entropy thresholds.
Definition Non-deterministic node mapping via stochastic search.
Evidence Observed relationship clusters in SAE test logs.
Status
Experimental Download Assets

F.R.A.C.C. Framework

Fractally Recursive Artificial Cognitive Computing. A methodology for decomposing complex strategic goals into atomic executable actions.

Claim Hierarchy is more efficient than linear processing.
Definition Multi-step recursion with state inheritance.
Evidence Successful goal-completion in FRACC-governed demos.
Status
Implemented Download PDF

The Oracle Mirage

A technical manifesto on the psychological and societal risks of over-reliance on probabilistic LLMs without structural grounding.

Claim Probabilistic drift creates accountability vacuums.
Definition Cognitive flattening via mimicry patterns.
Evidence Case alignment with known bias amplification logs.
Status
Theoretic Read Manifesto

Simulating Diverse Minds

A study into synthetic cognition diversity — engineering AI personas with varied cognitive styles, epistemic biases, and reasoning modes to model the full spectrum of human-like thought in simulation environments.

Claim Cognitive diversity in agents improves emergent system intelligence.
Definition Parameterized epistemic variance across synthetic persona archetypes.
Evidence Simulation benchmarks demonstrating differential reasoning outcomes.
Status
Experimental Download Paper

Symbolic Cognition & High-Dimensional Thought

Frameworks and insights for representing symbolic reasoning within high-dimensional latent spaces. Explores how structured symbol systems can anchor and navigate abstract cognitive geometry.

Claim Symbolic grounding stabilizes high-dimensional representational drift.
Definition Cross-domain symbolic anchoring within vector manifold architectures.
Evidence Framework alignment with cognitive geometry benchmarks.
Status
Theoretic Download Paper

Symbolic Grid Atlas Format (SGAF)

A formal specification for mapping relational cognitive primitives — Self, Thought, Intent, Action, World, Expression, Experience, Interpretation, Memory — across a 9×9 interaction grid, producing a navigable atlas of emergent meaning.

Claim All meaningful cognition can be expressed as directed relational arcs between nine primitives.
Definition 81-arc symbolic interaction map with labeled semantic transitions.
Evidence Complete atlas coverage of intra- and inter-primitive relationships.
Status
Implemented View Spec

Pain Channel Coercion

An analysis of coercive signal dynamics within agentic systems — examining how adversarially injected discomfort signals can manipulate agent decision pathways and the structural defenses needed to resist them.

Claim Synthetic aversive channels are viable vectors for behavioral coercion in AI agents.
Definition Adversarial pain-signal injection targeting motivational subsystems.
Evidence Documented coercion pathways with structural countermeasure proposals.
Status
Theoretic Download Paper