Computer Science Research Wing · Open Science

Advancing Open Research in Autonomous Intelligence & Systems.

Georbit’s primary technology research wing investigating latent precursor models, spatio-temporal disaster informatics, and verifiable distributed systems. We invite researchers and fellows worldwide to conduct research with us or under our lab mentorship.

Join Research Wing →Explore Research Labs ↓

Open Preprints on arXiv & GitHub•Dedicated Compute Allocations•Rolling Fellowship Cohorts

•https://ascension.matrikaregmi.com.np

ASCENSION Industrial Safety Precursor Intelligence Dashboard

RESQ Multi-Disaster Risk Prediction Map & Telemetry ETL

Indian Courts Digital Stenography & Diarization Workspace

SafetyBERT Precursor ML14-Layer Pipeline · Latent Barrier Extraction · Calibrated Gates

Live Proof →

100%

open-source code

public on GitHub under MIT/Apache-2.0

faculty research labs

text mining, cryptography, networks & healthtech

25+

publications & patents

peer-reviewed literature & USPTO patents

team members & faculty

professors, co-founders & software leads

Computational Laboratories · Open Exploration

Ongoing research programs across fundamental domains.

Our laboratories investigate high-impact scientific questions in deep learning safety, planetary telemetry modeling, and low-latency speech pipelines. Every program ships peer-reviewed preprints and open code.

LAB-TAProfessor & Head of Department

Prof. Tanvir Ahmad

Text Mining, Graph Mining & Big Data Intelligence Lab

Investigating scalable graph mining algorithms, domain-adapted NLP pipelines, and network-layer security architectures for high-volume, heterogeneous datasets in enterprise and academic environments.

Text Mining & Graph MiningBig Data AnalyticsNatural Language Processing (NLP)

Graph Algorithms · NLP Pipelines

Explore Laboratory →

LAB-MAProfessor / Associate Professor

Prof. Musheer Ahmad

Cryptographic Systems & Secure Intelligence Lab

Designing provably-secure S-Box constructions from nonlinear dynamical systems, extending chaos-based image encryption to multimedia workflows, and applying deep learning to authentication protocol vulnerability analysis.

Chaos-based Cryptography & Image/Multimedia EncryptionCybersecurity & Authentication ProtocolsMachine Learning, Deep Learning & Soft Computing for Security

Chaos Cryptography · S-Box Design

Explore Laboratory →

LAB-AMProfessor

Prof. Mohammad Amjad

Wireless Networks, Cloud Security & IoT Systems Lab

Researching fault-tolerant routing in mobile ad-hoc and sensor networks, automated test case generation from UML models, green cloud scheduling algorithms, and IoT device authentication via blockchain ledgers.

Mobile Ad-hoc Networks (MANETs) & Wireless Sensor Networks (WSNs)Software Engineering & Automated Software Testing / Test Case GenerationSecurity in Cloud Computing & Green Cloud Computing

MANET Routing · Automated Testing

Explore Laboratory →

LAB-SGTechnical Advisor & Serial Entrepreneur

Sachin Gaur

Applied AI, Innovation & Deep-Tech Ventures Lab

Bridging academic research and production AI through venture co-founding, USPTO-patented technology innovations, and applied research at the intersection of enterprise software, machine learning, and deep-tech commercialisation.

Applied AI & Product EngineeringResearch Innovation (ex-CERN Researcher)USPTO Patented Technology Innovations

Applied AI · Deep-Tech Ventures

Explore Laboratory →

Pure Research Systems · Open Code

Verifiable research implementations.

Explore all research papers →

Research Drum · 3 Systems

Drag to rotate · Click to inspect

Research Systems '26

Research System 01

ASCENSION: OIL SIF Precursor Intelligence Platform

Research Specs

Academic Inquiries · Research Fellowships

Conduct research with us or under our mentorship.

We offer two distinct pathways for researchers worldwide: collaborative peer investigation for faculty and postdocs, and intensive research fellowships for students and engineers seeking hands-on mentorship.

Track A

Conduct Research With Us

Audience: Academic Faculty, Postdoctoral Scholars, University Labs & Institutional Researchers

Collaborate directly with our 4 specialized faculty research laboratories and engineering architects on joint computational investigations, open-access peer-reviewed literature, shared dataset pipelines, and co-sponsored grant proposals.

Key Cohort Benefits:

✓Joint authorship across IEEE, ACM, Springer journals and open preprints
✓Shared GPU compute clusters, chaotic dynamics testbeds, and industrial telemetry ETL
✓Cross-institutional collaboration across university laboratories and partner networks
✓Direct code and benchmark dissemination through the georbit-org research ecosystem

Propose Joint Research →

Track B

Conduct Research Under Us

Audience: Graduate & Undergraduate Students, Research Associates, and Software Engineers

Join Georbit's Visiting Research Fellowship or Research Internship programs. Conduct research under the direct mentorship of our 4 Faculty Chairs (Prof. Tanvir Ahmad, Prof. Musheer Ahmad, Prof. Mohammad Amjad, Sachin Gaur) and founding research collaborators.

Key Cohort Benefits:

✓1-on-1 mentorship with Faculty Chairs (Prof. Tanvir Ahmad, Prof. Musheer Ahmad, Prof. Mohammad Amjad, Sachin Gaur) and research collaborators
✓Dedicated GPU compute allocations and simulation testbeds for your thesis or paper
✓Publication co-authorship on peer-reviewed manuscripts and benchmark datasets
✓Formal institutional research letters, fellowship credentialing, and thesis defense guidance

Apply for Fellowship →

Scientific Literature · Open Access

Preprints, papers & technical reports.

View all publications →

Autonomous Intelligence & Safety Systems2025-01-15

Connecting Latent Precursors: Multi-Stage Barrier Extraction and Calibrated Severity Potential in Industrial Safety Intelligence

Authors: Saifi, A., Regmi, M., Zehra, N., Khan, A., Ali, Q., Aves, M.

We present ASCENSION, an industrial intelligence architecture addressing fatal and high-potential precursors (SIF) in heavy industry incident reporting. By integrating SafetyBERT domain embeddings with critical barrier ontologies and Platt-calibrated dual-threshold classification, the system identifies precursor recurrence patterns across longitudinal safety narratives while eliminating false confidence through abstention gates.

Inspect Code →Read Manuscript →

Autonomous Intelligence & Disaster Risk Informatics2024-08-15

Multi-Hazard Disaster Risk Modeling and Spatio-Temporal Severity Prediction Using Meteorological Telemetry in India

Authors: Saifi, A., Regmi, M., Ali, Q., Fatma, M., Khan, A., Zehra, N., Zaki, K. M., Farooq, Y.

Disaster mitigation across vulnerable Indian sub-regions requires high-fidelity predictive modeling combining historical geophysical disaster catalogues with meteorological telemetry. We propose a medallion ETL architecture ingesting multi-hazard records (cyclones, earthquakes, landslides, MODIS satellite fire data) coupled with 11-year Open-Meteo climate records to power dual-output XGBoost classifiers predicting incident type and hazard severity.

Inspect Code →Read Manuscript →

Distributed Systems & Speech AI2024-09-22

Real-Time Speaker Diarization and Procedural Structure Framing for Courtroom Stenography Systems

Authors: Saifi, A., Regmi, M., Zehra, N., Khan, A., Ali, Q., Aves, M.

Court proceedings demand zero-latency transcription with strict speaker separation and evidentiary sectioning. We demonstrate a streaming diarization workspace tailored to Indian judicial procedural requirements, mapping speech streams into verified Roznama and court order records.

Inspect Code →Read Manuscript →

Principal Investigators · Lab Cohort

Research leadership & scientists.

Meet full research team →

EXECUTIVE STEWARDSHIP

Ayaan Saifi

Co-Founder & Systems Architect

CORE ARCHITECTURE & FOCUSSPEC

Applied ML, Distributed Systems & Safety Intelligence Pipelines

Applied Machine LearningDistributed SystemsSafety PrecursorsProduction Infrastructure

Systems architect directing Georbit's applied engineering across industrial precursor intelligence, multimodal document processing, and production infrastructure.

[CORE STAKEHOLDER]GitHub Architecture Profile

RESEARCH COLLABORATION

Matrika Regmi

RESEARCH COLLABORATOR

Co-Founder & Research Collaborator

CORE ARCHITECTURE & FOCUSSPEC

Deterministic Legal Metrology & Protocol Verification

Deterministic SystemsLegal MetrologyProtocol VerificationSpatio-Temporal Risk

Co-founder and research collaborator leading technical investigations in deterministic systems, spatio-temporal risk modeling, and cross-lab scientific inquiries.

[COLLABORATIVE LABS]GitHub Architecture Profile

EXECUTIVE STEWARDSHIP

Mehrab Fatma

Co-Founder

CORE ARCHITECTURE & FOCUSSPEC

Operations, Strategy & Geospatial Data Systems

Operations StrategyOrganizational ExecutionGeospatial DataProgram Governance

Co-founder directing operational strategy, organizational execution, and data systems coordination across Georbit research and development programs.

[CORE STAKEHOLDER]GitHub Architecture Profile

Directing 4 specialized faculty research laboratories and platform engineering across autonomous intelligence, cryptographic systems, and distributed telemetry.

Academic · Fellowship Guidelines

Frequently asked research questions.

We actively collaborate with university faculties, postdoctoral researchers, and independent scholars on joint computational investigations. Collaboration includes co-authoring open-access preprints, sharing specialized industrial & earth datasets, utilizing our shared GPU clusters, and submitting joint grant applications. Reach out via our fellowship & collaboration desk.

Open Applications · Research Fellowships

Join our research wing.

Whether you want to co-author preprints with us or conduct your research fellowship under our lab mentorship, we provide compute, guidance, and open collaboration.

Apply for Fellowship / Inquire →research@georbit.org

Advancing Open Research in Autonomous Intelligence & Systems.

Open Preprints on arXiv & GitHub•Dedicated Compute Allocations•Rolling Fellowship Cohorts