Internet of Algae Lab — Interactive channel simulations
A browser-based teaching lab for four communication channels in photosynthetic molecular networks: quorum sensing, airborne VOC, electrical, and bioluminescent optical signaling.
Software
research-graph — Agentic research workflow verification
A public-beta, contract-gated verification layer for multi-agent research workflows. It validates versioned artifacts against JSON Schema, checks SHA-256 provenance and staleness, enforces revision budgets, and records reviewer–producer separation. It does not determine scientific correctness or provide autonomous orchestration.
VERA — Visual Evaluation, Reporting & Analytics
A modern platform for academic juries, capstone evaluations, and accreditation workflows. Jurors enter through a QR code, score projects against a configurable rubric, and administrators access real-time rankings and accreditation-ready reports the moment scoring closes.
KAIROS — Course timetabling
A conflict-free university course timetabling system built on OR-Tools CP-SAT. Given raw course and room data, KAIROS produces a weekly schedule with no double-booked rooms, no instructor conflicts, and every placement verified by an independent validator — then polishes it with soft optimization for cohort idle gaps, instructor compactness, and department fairness. Available as a web app and a command-line solver.
Underwater Acoustic Ray Bench
A benchmark pitting five LLMs against a genuine 3D BELLHOP3D reference solver on underwater acoustic ray tracing: each model traces a fan of rays through a synthetic ocean with a depth-dependent sound-speed profile and seamounts. Scoring compares each model's exported transmission-loss field against the reference solver on field accuracy, coverage, and geometry fidelity.
IEEE / ACM Paper Writing Skills
An evidence-aware manuscript workflow for drafting, rewriting, humanizing, and auditing engineering papers while preserving claims, citations, notation, scope, and uncertainty.
Code & learning resources
- wsn-opt-python — a hands-on Python tutorial for network-flow–based optimization models in wireless sensor networks, intended for students and researchers. GitHub
- Underwater networks — basics — an introductory document covering core principles of underwater acoustic communication and sensor networks. PDF (opens in a new tab)