• R&D LAB • FUTURE SYSTEMS

Research
& Horizons.

Long-horizon work on identity, autonomy, and human–machine collaboration. We prototype the architectures that make enterprise safer, leaner, and more capable before they hit production.

• ACTIVE PROGRAMS
TRUST & IDENTITY

Continuous Authentication

Moving beyond one-time login: passive signals, step-up challenges, and risk-aware sessions that re-verify users and devices as context changes—without grinding productivity to a halt.

> Behavioral & device posture signals
> Adaptive MFA orchestration
> Session anomaly scoring
ORGANIZATIONAL AUTOMATION

Fully Autonomous Operations

A research line on self-sustaining companies: agent fleets that own routine decisions, closed-loop monitoring, and recovery—so creative work replaces repetitive labor at scale.

> Multi-agent workflow graphs
> Self-healing infrastructure patterns
> Human-in-the-loop governance
HUMAN INTERFACE

Intelligent AI Assistants

Grounded copilots for ERP, security, and operations: retrieval over private data, tool use with audit trails, and interfaces that explain not just answers but provenance and confidence.

> Enterprise RAG & policy sandboxes
> Action APIs with approval gates
> Explainability & trace logging
RESILIENCE

Predictive Attack Surfaces

Modeling how AI-augmented adversaries probe systems: forecasting weak paths, simulating lateral movement, and prioritizing hardening before incidents materialize.

> Graph-based exposure analysis
> Red-team automation (safe mode)
> Control effectiveness scoring
GOVERNANCE

Self-Supervising Compliance

Systems that watch their own obligations—data residency, access policies, and audit artifacts—continuously reconciling drift and generating evidence for regulators and boards.

> Policy-as-code enforcement
> Continuous control testing
> Immutable evidence chains
PROCESS INTELLIGENCE

Neural Process Automation

Beyond rigid RPA: models that read unstructured inputs, negotiate exceptions, and coordinate with legacy systems—bridging the gap between tribal knowledge and executable workflows.

> Document & ticket understanding
> Exception routing with learning
> Low-code + model hybrids
PRINCIPLES

How we
run research

Prototypes are stress-tested against real enterprise constraints—latency, sovereignty, and auditability—so findings graduate into products like Dora ERP and our cyber practice, not slide decks alone.

Ship-grade
Every experiment targets a production path

Privacy by architecture

Minimization, on-prem and VPC options, and encryption paths evaluated from day zero.

Open collaboration

Joint programs with universities and select partners; publications where it accelerates the field.

Safety & abuse review

Assistant and autonomy work includes misuse testing and operational guardrails.

Dhaka ↔ Miami loop

Engineering near customers and global collaborators keeps research grounded in deployable software.

• COLLABORATION

Research with us

Whether you lead a lab, represent industry, or want to contribute as a volunteer, tell us how you’d like to collaborate. We’ll route you to the right team.