RESEARCH & DEVELOPMENT
We do research that ships. Every focus area below is tied to a real product or customer engagement — AI for surveillance and forensics, threat-intelligence systems for cybersecurity teams, edge intelligence for connected hardware, and automation for OEM workflows. Less science fiction, more deployable systems.
FOCUS AREAS
Six core directions where our research feeds directly into the services we deliver and the products we build.
APPLIED AI FOR DEFENSE & SECURITY
Production AI systems for surveillance, profiling, document triage and threat detection — built to operate in mission-critical environments with auditable outputs.
VIDEO INTELLIGENCE & FORENSICS
Frame-level enhancement, multi-camera tracking, person re-identification and evidence preparation pipelines for law-enforcement and surveillance use cases.
CYBERSECURITY & THREAT INTEL
Malware reverse-engineering, dark-web monitoring, real-time network traffic analysis and incident-response automation for enterprise and government SOC teams.
EDGE AI & EMBEDDED INTELLIGENCE
Compressing ML models for resource-constrained devices, real-time inference on edge hardware, and sensor-fusion frameworks for IoT and surveillance gear.
BEHAVIORAL ANALYTICS & PROFILING
Psychological profiling, intent detection, user-behavior modeling and graph analysis — applied to investigative workflows, fraud detection and customer intelligence.
HARDWARE TEST AUTOMATION
Automated PCB and sub-assembly testing for OEMs, vision-based inspection, signal-integrity analysis and diagnostic tooling that scales from bench to production line.
ACTIVE PROJECTS
A snapshot of work currently in flight — some shipping into customer products, others written up as papers and reports.
AI-DRIVEN PSYCHOLOGICAL PROFILER
A machine-learning system that builds behavioral profiles from communication and case data to assist criminal-investigation teams.
FORENSIC VIDEO ENHANCEMENT
Diffusion-based and classical pipelines for restoring low-quality CCTV footage to court-admissible standards, with chain-of-custody logging.
DARK WEB MONITORING FOR DEFENSE
Continuous OSINT collection across underground forums and marketplaces, with NLP-based threat scoring and alerting for defense-grade SOC teams.
REAL-TIME NETWORK TRAFFIC ANALYSIS
Stream-processing framework for inspecting enterprise network traffic at line speed, with anomaly models trained on labeled threat data.
MULTI-CAMERA TRACKING & RE-ID
Cross-camera person re-identification at city-scale surveillance deployments — robust to lighting, occlusion and camera-quality variance.
VISION-BASED PCB DIAGNOSTICS
Automated optical inspection for printed-circuit boards using deep-learning defect classifiers, integrated with our OEM hardware-diagnosis tool.
RESEARCH BY THE NUMBERS
A small, focused team punching above its weight.
Active Projects
Papers & Reports
University Partners
Researchers & Engineers
EV RESEARCH FELLOWSHIP
A focused programme for early-career researchers and engineers who want to ship real systems, not just publish.
JUNIOR RESEARCH FELLOW
A six-month structured fellowship where you contribute to one of our active projects under a senior mentor — from problem framing to deployment.
- Hands-on work in AI, cybersecurity, vision or hardware
- Direct exposure to live customer deployments
- Stipend, equipment and lab access included
- Open to final-year UG / fresh PG candidates
SENIOR RESEARCH FELLOW
A full-time year-long role for researchers who can lead a workstream — publish papers, mentor JRFs, and ship a production-grade artefact by the end of the term.
- Lead a focused research track end-to-end
- Co-author publications and technical reports
- Conduct internal training and JRF mentoring
- Open to PG / PhD candidates with relevant experience
RECENT OUTPUTS
Papers, reports and talks from the last 18 months.
AI-Driven Psychological Profiler for Criminal Investigation
2025 · F40 Lecture Series Research PaperDark-Web Forensics & Threat Attribution for Defense Networks
2025 · Internal Publication ReportReal-Time Internet Traffic Analysis for Enterprise Security
2025 · Whitepaper ReportDrone Network Analysis for Counter-Terrorism Operations
2024 · F39 Briefing BlogBuilding a Multi-Camera Re-Identification Pipeline at City Scale
2024 · Engineering Notes WhitepaperVision-Based PCB Defect Detection: Lessons from Production OEM Lines
2024 · Hardware TrackHAVE A RESEARCH PROBLEM TO TACKLE?
Whether you are a government lab, an enterprise CTO or a university partner — if your problem touches AI, cybersecurity, vision or hardware, we would like to hear about it.
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Our research is conducted in close collaboration with India's leading defence, scientific and forensic institutions.
