A systems-level analysis engine that models sleep as a recovery debt process rather than a nightly outcome. Using physiological traits and ecological pressure signals, it estimates predicted sleep need, quantifies sleep debt, and visualizes how stress accumulates silently before visible fatigue or failure occurs.

Let's activate Net://Anchor

A post-symbolic physics framework modeling intelligence, collapse, and emergence through entropy flow.

Veloclade is a research prototype of a neuro-symbolic knowledge graph system. It uses clade-inspired hierarchy + embedding clustering (sentence-transformers) to control ontology growth and mitigate subclassing explosion. Designed for experimentation in hybrid reasoning and AI knowledge representation.

Structured memory for agents: weighted retrieval and replayable evidence paths

Research-oriented Vulkan rendering prototype exploring dynamic, decoupled rendering workflow expression and system-level orchestration. Focused on Dynamic Editable Rendering (DER), system graphs, and modern Vulkan capabilities, rather than visual fidelity or production readiness.

Interactive demonstration platform exploring post-quantum cryptography, blockchain security, and sustainable distributed trust through participatory user experience and real quantum hardware execution.

🌕 Append-only event DAG prototypes with RECENT_A trace-closure frontier + conflict-pair bound signals. ➢ core.rec.ooo

OTAS framework – Sensory‑informed seating & in‑flight OT alert. Founder: I. M. A. Mulla (Ibrahim Muhammad Amin Mulla). Research prototype for airport screening + aircraft incident response. Decibel mapping, OT override, ding + red flicker. Not clinical use.

Experimental game for studying driver engagement and situation awareness in Level 3 automated driving. Built with CARLA and Pygame.

Experimental hierarchical external memory for AI assistants, designed to reduce context contamination and localize memory updates.

Deterministic intermediate representation for AI agents — compile, verify, execute, and replay structured intent.

Deterministic safety substrate for AGI/ASI using topological alignment and formal verification (TLA+/Rust)

### AIDE — Decision Intelligence Operating System This notebook demonstrates a research-grade, risk-first decision intelligence system for capital allocation. The focus is on survivability, explainability, and governance rather than prediction or trading performance.

Public overview of a local-first medical document intelligence research prototype.

StyloLab is an exploratory AI/NLP project for structured text analysis and comparison.

Parameter server implementation on KafkaStreams

Schema-Augmented Self-Optimizing Memory Transformer (SCMT), an experimental attention-based architecture with adaptive memory, schema learning, and entropy regulation.

Proof-of-concept HMAS for goal-driven interaction in smart environments using WoT Thing Descriptions, LLM agents, and signifiers.

JCT: An intent-based semantic code search engine for Python that retrieves code using natural-language queries. Combines AST parsing, embeddings, and ranking to support concept-driven development, evaluation, and research in code retrieval.