CBOR-LD Ex
Reasoning-carrying binary linked data for constrained networks, with a Python reference implementation and byte-compatible, no_std Rust core.
Projects / Research and prototypes
Research repositories and builds.
These projects contain research code, experiments, protocols, and applied prototypes. Talks and teaching now have a dedicated archive.
Research repositories
Selected research repositories.
This section covers protocols, architectures, evaluation frameworks, and paper experiments.
I3C-EX
An independent research protocol for edge AI/ML over MIPI I3C Basic v1.2. The separate I4C track is currently a placeholder.
Hashrope paper experiments
Private experiments in sub-linear context routing and dynamic state management for agentic LLMs using hash-augmented ropes.
EpistemicDB
A future CBOR-LD Ex database design. The public repository currently contains architecture documents; implementation has not begun.
TOML Transformers
Transistor-level energy modeling extended to transformer inference and modern sequence architectures.
TOML Signals
Reproducible transistor-level energy analysis of 37 signal-processing algorithms, with profiler traces and evaluation artifacts for the accepted IEEE MLSP 2026 paper.
IMU-JEPA
Private representation-learning experiments for wearable inertial signals. The IMU-JEPA paper was accepted at IEEE WF-IoT 2026; the published FLAIRS neck-posture study is a separate related paper.
CryptEpi
Privacy-preserving epistatic interaction mining using homomorphic encryption.
JEPA-FHIR
Research connecting self-supervised representation learning with interoperable healthcare data.
HIPAA compliance algebra
Manuscript source, experiments, results, and figures for the accepted paper on privacy-preserving, confidence-aware FHIR R4 exchange grounded in Subjective Logic.
ArcMind
A causal, dual-rate sequence backbone for streaming sensor policies. It is not currently a language model or VLA model.
Subjective Logic RAG
Experiments in time-aware uncertainty, evidence confidence, and belief propagation for retrieval systems.
Current builds / September 2026
Source-stage projects.
Recent public repositories that are substantial enough to follow but are not presented as stable package releases.
Station Steward
A local agent connecting a real Arduino sensor bench and a simulated robotic workcell through Pollard, Chronofy, MCP-Edge, and human task handoffs. Built for the AI Tinkerers / OpenAI Agents Everywhere hackathon in Miami.
CorpusKit
A production-oriented Corpusgen application and workbench. No registry or production release is claimed yet.
Dreamland floor projection
Raspberry Pi controller software by Muntaser Syed for an overhead projector, with looping playback and optional person detection. Artwork by Tec (Tec Fase).
WattWarden
Energy-governed agents combining TOML-derived energy metrics with Pollard execution controls; setup remains incomplete.
Joulehound
An Arm-device energy-profiling collaboration for local AI-agent workloads, comparing measured battery telemetry with FLOPs and NEXUS/TOML estimates. The collaborator-owned prototype was submitted to the Arm Create: AI Optimization Challenge; no award or stable release is claimed.
Scaffolds stay out of the catalog
ArmFlex and qrez remain pre-release or pre-alpha scaffolds and are intentionally omitted from the featured software catalog.
Repository index
Public research repository index.
This index includes repositories that currently resolve for public visitors. Private research is described above without a dead link.
Machine-readable knowledge
Confidence, provenance, time, verification, storage, and fraud reasoning.
Governed AI infrastructure
Execution trees, context metering, protocol efficiency, routing, and agent evaluation.
Compute under constraints
Protocols, energy models, sustainable datacenters, compact architectures, and temporal models.
Health and sensing
Wearables, clinical representations, privacy, communication networks, brain interfaces, and speech.
Data and explainability
Compact formats, compressed-domain algorithms, explainability, and structured-data validation.
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 August 26, 2026 content review.
Secondary portfolio / msyed2011
49 public projects and 79 hackathon participations.Counts shown by Devpost at the August 26, 2026 content review; projects may overlap.
Selected awards
Applied innovation, independently documented.
A concise selection of recent results with organizer or sponsor sources.
VCONIC TADHack · Professional runner-up
Recognized for a VCON enhancement with a MongoDB backend and JSON-LD Ex enrichment.
Google & DeepStation Hackathon · Third place
Fresh Fridge, built by the Prompt Pirates team, placed third at the Google & DeepStation Hackathon.
Hack@CEWIT · IoT Security Savvy Award
Greenie received the IoT Security Savvy Award at Stony Brook University’s Hack@CEWIT.
TADHack Open · First place
Guardian Care, built with Vikki Horne and Candy Torres, received first place and an Enterprise Connect demo opportunity.
Miami for Everyone · First place
The Hive 305 won first place in a civic-technology competition focused on a more inclusive Miami.
Speaking and teaching
Talks now have a dedicated, dated archive.
Conference sessions · workshops · lectures · public materialsCollaborate
Collaboration.
Contact me about joint research, open-source development, workshops, or applied AI systems.