From foundation to investigation.
This timeline describes the AegisAI research/application project. The separate AegisAI-Portal website repository began in 2026.
- 2022
Securing-Microservices
The original engineering project.
- 2026
An evolution into AegisAI
The repository evolved into AegisAI, expanding the focus toward adaptive authorization research.
- 2026 onward
AegisAI research program
A continuing investigation of secure and resilient distributed systems.
Research roadmap
Research phases describe intent, not delivery dates or validated outcomes.
Deterministic Authorization Baselines
Models A–C establish role-based, attribute-based and deterministic contextual-risk baselines.
Hypotheses and literature analysis
Finalize the research specification and review verified literature before publishing hypotheses.
Behavioral Risk Research
Investigate behavioral evidence for the proposed Model D and define its evaluation conditions.
Closed-loop adaptive authorization and reproducible experiments
Evaluate policy-bounded adaptation and publish reproducible comparisons when supported by completed work.

Creator & Maintainer
Shubh Prabhat
Software & Distributed Systems Engineer
Shubh Prabhat is a software and distributed-systems engineer whose technical interests span cloud-native architecture, microservices, identity and authorization, network automation, resilient systems, and AI-driven automation.
He created and maintains AegisAI as an open-source research initiative for investigating explainable, risk-aware and adaptive authorization in cloud-native distributed systems.
Research interests
- AI-driven automation
- Secure and resilient distributed systems
- Adaptive authorization
- Cloud-native security
- Identity and access control
- GitHub
- Google Scholar
- LinkedIn (not provided)
Reading research status
Implemented Existing capability in the research/application repository.
Planned Research Proposed work that has not been implemented.
Experimental Reserved for work under evaluation; it does not indicate validated results.
In Preparation A specification, paper or other artifact being prepared.