Hello Selva, Looking forward to contribute and learn from it. Thanks
*Thanks & Regards* *Kumar Basapuram,* *Mobile: +91-9962904416* *Mail-to: bsprmku...@gmail.com <bsprmku...@gmail.com>* *Banglore -India.* On Fri, 18 Jul 2025 at 11:08, Fateh Singh <fateh...@gmail.com> wrote: > Hi Selva > > +1 for AI initiatives and looking forward to contributing to these > initiatives. > > Here are a few more use cases we can consider- > > 1) Explainable Ranger Authorization i.e why ranger is making a certain > authorization decision - Other Authorization products such as OsoHQ are > already advertising this as a novel feature of their product > https://www.osohq.com/post/how-we-built-an-interactive-debugger. I have > some ideas on how we can use LLMs to achieve this for Ranger. > This should also help customers understand if a user will have access to a > certain piece of data based of the current ranger admin data > > 2) AI ranger Admin: Natural language/Prompt based policy creation - User > gives their use case based on which AI should be able to create policies. A > simple example: define a policy in a way that a user cannot access the > salary and gender data at the same time > > 3) Not a user facing feature but for developers only - in my experience, > LLMs in their current form right now are not good at assisting developers > for Ranger development atleast for slightly more complex use cases. How and > what knowledge can we give to LLMs so that it can be better suited for > aiding the developers to develop new features. This initiative will include > prompt engineering, knowledge base creation and chat with Ranger > documentation. > > Would love to discuss what can be the next steps for these initiatives. > > Regards > Fateh > > > On Thu, Jul 17, 2025 at 10:32 AM Dilli Dorai <dilli.do...@gmail.com> > wrote: > > > I look forward to collaborate and contribute. > > > > On Thu, Jul 17, 2025 at 10:30 AM Dilli Dorai <dilli.do...@gmail.com> > > wrote: > > > > > Hi Selva, > > > +1. > > > Great, timely initiative. > > > Regards > > > Dilli > > > > > > On Thu, Jul 17, 2025 at 10:12 AM Ramesh Mani <rm...@apache.org> wrote: > > > > > >> +1 for Building agentic AI for Apache Ranger. > > >> > > >> Thanks Selva for this initiative and discussion. It will be a good > value > > >> addition to the Apache Ranger project. Look forward to collaborating > and > > >> contributing. > > >> > > >> Thank you. > > >> Ramesh > > >> > > >> On Thu, Jul 17, 2025 at 8:17 AM Selvamohan Neethiraj < > > sneet...@apache.org > > >> > > > >> wrote: > > >> > > >> > All: > > >> > > > >> > Hello, > > >> > > > >> > I am initiating a new initiative to construct an Agentic AI for > Apache > > >> > Ranger, which will proactively monitor and enhance the Apache Ranger > > >> > Protections for the enterprise data. > > >> > > > >> > Some of the key concepts associated with this initiative are: > > >> > * auto-create of ranger policies based on access logs and obtaining > > >> > approval from the resource owner > > >> > * Analyzing the behaviors of users and roles and providing > > corresponding > > >> > reports > > >> > * Implementing real-time anomaly detection > > >> > > > >> > Please provide your feedback. If we receive sufficient community > > >> support, > > >> > we can proceed with a preliminary proof of concept to assess the > > >> > feasibility of elevating Apache Ranger to the next level. > > >> > > > >> > Thank you, > > >> > Selva- > > >> > Apache Ranger PMC. > > >> > > > >> > > > >> > > > > > >
