Selected work

The team’s experience in environmental sensing and radiation-risk AI, alongside MSA’s financial operations practice.

01 / Collaborative research

Environmental sensing

Connecting laboratory activity and environmental measurements to research on more efficient energy use.

This project reflects the team’s university research experience. MSA develops the commercial SashSense system separately.

Research scope

The project connects embedded devices, environmental measurements, and telemetry to a shared view of laboratory activity.

The research team adapted existing sensing firmware and coordinated the work through project plans and progress reports.

Research setting
Collaborative university research
Contribution
Project management, firmware adaptation, telemetry, and technical coordination
Working outputs
Firmware, system architecture, technical reports, and delivery plans

Sensor integration

Embedded firmware connects physical measurements to a data workflow that can be inspected. Project plans and progress reports record responsibilities, decisions, and next steps.

Research context

The project builds on a platform developed by other researchers. University researchers and technical partners contributed to the wider project.

02 / Radiation intelligence prototype

Radiation research

A working prototype combining radiation-sensor acquisition, deterministic analysis, local AI, and source-backed document search.

Radiation research prototype architecture Two implemented paths: detector spectra feed deterministic measurement processing, while reference documents feed local retrieval and AI. A desktop research interface provides session history, source citations, spectrum exports, and records. A separate offline replay adapter and evaluation workflow preserve measurements and review attempts. Diagram of software components, without performance results or a claim of operational validation. RADIATION RESEARCH / ARCHITECTURE Detector spectra Reference library Deterministic processing Dose · uncertainty Session accumulation Retrieval & local AI Source passages Cited responses Research interface Sessions · citations · spectrum exports Measurement records & saved traces Offline replay & evaluation Record adapter · repeatable review
Implemented components · Offline replay shown separately

Implemented research system

  1. Measurement & analysis

    Detector spectra feed a deterministic processing pipeline for dose, uncertainty, accumulated exposure, and remaining-time calculations. Raw measurements and processed records can be exported alongside spectrum plots.

  2. Embedded AI & retrieval

    A Jetson-hosted backend supports local model inference and searches a document corpus. Retrieved passages retain source and page references so responses can be examined against their supporting material.

  3. Research interface

    A desktop client brings conversations, measurement tools, document search, and saved artifacts into one workflow. Session histories and execution traces preserve the steps behind an output.

  4. Replay & evaluation

    A separate offline adapter replays preserved measurements through structured records. Reproducible test suites and a collaborator review workspace support comparison, annotation, and review of both successful and failed attempts.

These prototype capabilities are implemented. Calibration, independent validation, and operational approval remain distinct from software functionality.

The prototype reflects experience our team gained through collaborative university research.

03 / Research capabilities

Research & development

Experiment planning, embedded systems, data analysis, and technical delivery across disciplines and institutions.

Collaborative research

Our team draws on experience designing experiments and adapting instruments in collaboration with university researchers.

That work includes building measurement systems, reviewing test results with collaborators, and documenting the findings.

Nuclear research
The team’s prior research experience includes a contribution to a successful nuclear research proposal.
Manuscripts
Team members have prepared research manuscripts and submitted work for review.

Experiment planning

Technical investigation, feasibility assessment, test and measurement plans, and clear methods for recording results.

Instrumentation & systems

Sensing firmware, connected devices, telemetry, and data workflows that connect physical measurements to analysis.

Analysis & evaluation

Data reduction, reproducible evaluation, and technical reporting that makes assumptions, source material, and limitations available for review.

Research delivery

Proposal development, budgets, schedules, technical coordination, sponsor reporting, and project closeout.

Research services

04 / Finance practice

Financial operations

Our leadership brings experience managing accounts and project costs in professional services.

At MSA, the finance team reconciles accounts, reviews how costs are allocated, and prepares figures for management. Supporting schedules show where the numbers come from and what has changed.

MSA provides non-attest services and is not a licensed CPA firm.

Financial analysis services

Project inquiries

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