Drug Integrity Algebra
Public simulation code, experiments, and manuscript source for the accepted IEEE HealthCom 2026 paper on pharmaceutical supply-chain evidence and uncertainty.
Projects / Research and innovation
Research repositories and builds.
Explore research code, experiments, protocols, and applied AI projects.
Research repositories
Selected research repositories.
This section covers protocols, architectures, evaluation frameworks, and paper experiments.
Healthcare RAG experiments
Healthcare retrieval-augmented generation using two-server additive secret sharing, with research code for the accepted WCIHS / IEEE HealthCom 2026 paper.
geniekit
Python tools for harmonizing six GENIE BPC clinicogenomic cohorts, deriving lines of therapy, and producing aggregate summaries with disclosure controls. Includes metadata and synthetic-data tools.
CBOR-LD Ex
Reasoning-carrying binary linked data for constrained networks, with a Python reference implementation and byte-compatible, no_std Rust core.
I3C-EX
An independent research protocol for edge AI/ML over MIPI I3C Basic v1.2.
Hashrope paper experiments
Public manuscript and experiment workspace for Hashrope: A Persistent Data Structure for Mechanisms of LLM Context Management, accepted at IEEE ICTAI 2026.
EpistemicDB
A CBOR-LD Ex database architecture and design project.
TOML Transformers
Transformer-inference energy modeling that separates prefill and decode and tests cross-architecture transfer. The accepted IEEE UEMCON 2026 paper has public manuscript source, frozen GPU measurements, and reproducibility artifacts.
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
Public representation-learning code and 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 epistasis detection using GPU-accelerated homomorphic encryption, accepted at IEEE ICDM 2026’s TML4DM workshop. Explore the research code and paper below.
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.
Subjective Logic RAG
Experiments in time-aware uncertainty, evidence confidence, and belief propagation for retrieval systems.
Current builds / October 2026
Current projects.
Recent work in AI agents, robotics, environmental sensing, and energy-aware computing.
Dewin / envlab
An October 2026 hardware-hackathon collaboration connecting a mobile exposure timeline with nearby air and water sensor readings, plus a check-in kiosk.
Station Steward
A local agent connecting an 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.
Gatehouse
A vendor-review and onboarding project built with Katherine Burge. Muntaser contributed Pollard evidence ledgers, action/refusal records, seals, telemetry, and offline replay; Katherine built the agent fleets and cloud deployment.
Grid Hazard / FieldSight
A team project combining infrastructure coordination with simulated rover, crawler, and arm inspections.
CorpusKit
A Corpusgen web workbench with local Docker setup, versioned corpus workflows, durable jobs, and reproducibility records.
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).
mlpowermeter
Measurement tools and experimental protocols for predicting ML energy use with TOML.
Epicormic research workspace
Research on provider drift detection and containment in governed AI systems.
WattWarden
Energy-governed agents with provisioning tools, Pollard execution controls, and documented Arm cloud and phone experiments. Server energy is predicted by the TOML model; phone energy is measured through battery telemetry.
Joulehound
An Arm-device energy-profiling collaboration for local AI-agent workloads, comparing measured battery telemetry with FLOPs and NEXUS/TOML estimates. Created for the Arm Create: AI Optimization Challenge.
Explore more on GitHub
Browse additional research, tools, and ongoing projects across my GitHub repositories.
Repository index
Public research repository index.
Explore the code behind my work in AI systems, knowledge representation, sensing, and efficient computing.
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
Workshop materials, applied projects, experiments, and new work across my GitHub repositories.
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 October 21, 2026 content review.
Secondary portfolio / msyed2011
51 public projects and 82 hackathon participations.Counts shown by Devpost at the October 21, 2026 content review; projects may overlap.
Selected awards
Applied innovation, independently documented.
A concise selection of results with organizer or sponsor sources.
Reviewers Choice Award, IEEE GHTC 2026 — Research on the Broader Impacts of Engineering Efforts track
Awarded for “The Environmental Cost of Digital Sovereignty: Water, Energy, and Emissions Impacts of Sovereign AI Infrastructure in the Global South.”
Muntaser Syed; Marius C. Silaghi; Sheikh Abujar; Sharun Akter Khushbu; Amal El Ahmad.
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.
Inaugural Opera Hack · Opera Map winner
Member of the Opera Map team, one of three winners at San Diego Opera’s inaugural Opera Hack, held July 27–28, 2019 at Microsoft in La Jolla. Opera Map is a database using 360° photogrammetry for theatrical design, planning, and production rentals.
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.