Hi Selva
Do you have any next steps or a plan in mind to execute on these AI
features? Any JIRAs you have filed ?

Regards
Fateh Singh

On Thu, Jul 17, 2025 at 10:49 PM Kumar Basapuram <bsprmku...@gmail.com>
wrote:

> 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.
> > > >> >
> > > >> >
> > > >>
> > > >
> > >
> >
>

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