An open-source terminal coding agent runtime and CLI for real project work.

Simulation code for Ambiguity-Bearing Outputs (ABO) across Interconnected Systems Environment (ISE). Validates Inter-Systems Coherence & Integrity Layer (ISCIL) containment architecture. Paper: Ayada (2026).

Vector Orthogonal Resonance-Tuned EXtraction Retrieval-Augmented Generation "The only RAG that kills semantic drift and context poisoning simultaneously."

PromptGuard is a pragmatic, opinionated framework for establishing continuous integration for LLM behavior. It operates on a simple, verifiable principle: run the same prompts across multiple model configurations, compare outputs against defined expectations, and flag semantic regressions.

ModelPulse helps maintain model reliability and performance by providing early warning signals for these issues, allowing teams to address them before they impact users significantly.

Lexical contour protection layer of RET preserving canonical terminology, anti-mapping boundaries, and semantic inversion resistance.

Preprint + pseudocode for the PUTMAN Model (relational meaning graphs, activation, constrained reconstruction, rigidity).

Production RAG patterns and semantic drift detection for Microsoft Fabric

Controlled semi-symbolic debugger for context-dependent meaning reconstruction, bridge-sensitive pruning, and interpretive deviation in handcrafted phrase demos.

This project quantifies the geometric and structural "break-point" of LLM representations under data corruption. Using Intrinsic Dimension and CKA mapping, it identifies the exact transformer layers where noise destroys semantic alignment and triggers Uncertainty Calibration collapse.

Semantic Drift Management in Digital Twins

Semantic contracts for AI-modified TypeScript. Auto-extracts project-specific intent and catches what tests and linters miss.

Predicting Semantic Drift from Polysemy Density A cognitive modeling project for APLN-552 (Spring 2025) exploring the relationship between a word's polysemy (number of noun senses) and its tendency to change meaning over time. Combines WordNet sense counts with diachronic word embeddings (HistWords) to compute polysemy density and semantic drift.

Public app demo showing LLOYD working with GPT-2.

A structured visual archive of the Reality Drift framework (2023–2026) by A. Jacobs, mapping how complex systems remain operational while gradually losing alignment with real-world feedback, meaning, and outcomes.

Canonical definition of Semantic Drift, where meaning gradually shifts as representations move through compression, reuse, and abstraction