Projects / Code and teaching

Research repositories and talks.

These repositories contain research code, experiments, applied projects, and teaching material.

Research repositories

Selected research repositories.

This section covers protocols, architectures, evaluation frameworks, and paper experiments.

EDGE PROTOCOLS

I3C-EX

An independent research content protocol for edge AI/ML over MIPI I3C Basic v1.2.

AGENT CONTEXT

Hashrope paper experiments

Sub-linear context routing and dynamic state management for agentic LLMs using hash-augmented ropes.

SEMANTIC STORAGE

EpistemicDB

An embedded engine for CBOR-LD Ex records with audit, stream, graph, and document modes plus confidence-aware indexing.

ENERGY METRICS

TOML Transformers

Transistor-level energy modeling extended to transformer inference and modern sequence architectures.

HEALTH SENSING

IMU-JEPA

Representation-learning experiments for wearable inertial signals and compact posture understanding.

PRIVATE BIOMEDICINE

CryptEpi

Privacy-preserving epistatic interaction mining using homomorphic encryption.

HEALTH INTEROP

JEPA-FHIR

Research connecting self-supervised representation learning with interoperable healthcare data.

EFFICIENT ROBOTICS

ArcMind

A dual-timescale SSM-and-attention architecture for efficient robotics and IoT language models.

MACHINE KNOWLEDGE

Subjective Logic RAG

Experiments in time-aware uncertainty, evidence confidence, and belief propagation for retrieval systems.

Repository index

Research repository index.

This index includes public repositories with a research question, experimental method, or supporting implementation. Packaged projects also appear when they support a research program.

FULL ACCOUNT

All public repositories

For workshop materials, applied prototypes, archived experiments, and new work not yet classified here.

Applied innovation

Two Devpost archives.

The profiles overlap, so their totals are kept separate. They document projects in health, accessibility, IoT, fintech, climate, robotics, and social impact.

Primary portfolio / jemsbhai

49 public projects and 293 hackathon participations.
Counts shown by Devpost at the July 2026 content review.

Open primary portfolio

Secondary portfolio / msyed2011

47 public projects and 77 hackathon participations.
Maintained as a separate archive; projects may overlap.

Open secondary portfolio

Talks and teaching

Talks and workshops.

Technical lectures, interactive labs, notebooks, and workshop materials.

Securing the Agentic Stack

An interactive talk and defense lab covering MCP, autonomous agents, AI pipelines, emerging attack surfaces, and hands-on mitigation patterns.

Making AI Honesty Machine-Readable

A hands-on GDG Central Florida workshop using JSON-LD Ex to represent confidence, uncertainty, provenance, and compliance in AI systems.

Advanced MCP Server Patterns

Workshop materials covering gateways, production architecture, and advanced Model Context Protocol implementations.

Agentic AI lecture

Notebooks and code samples for an ACM lecture on agent architectures and practical implementation patterns.

Major League Hacking Top 50

Recognition for technical achievement, community contribution, and a sustained record of competitive invention.

Collaborate

Collaboration.

Contact me about joint research, open-source development, workshops, or applied AI systems.

Email me