

Building data agents enterprise can actually trust
Building Data Agents Enterprises Can Trust
Private Executive AI Forum · Palo Alto
Enterprise data agents are moving rapidly from demos to real deployments. But trust remains the hardest problem.
Enterprise data is fragmented, constantly changing, permission-sensitive, and often missing the business context an AI model needs. A confident answer is not enough. Enterprises need agents that can retrieve the right information, understand context, respect governance requirements, explain their outputs, and perform reliably in production.
Join Jerry Xu, AI Platform Architect for Generative AI and ML Infrastructure at Oracle, and Daksha Ladia, an AI engineer, former Microsoft software engineer, and research extern at Ai2, for a candid discussion on what it takes to build enterprise data agents people can actually trust. Jerry brings the enterprise platform and infrastructure perspective, while Daksha brings hands-on experience building production LLM, retrieval, evaluation, and natural-language-to-SQL systems.
What We’ll Cover
Why context, semantics, and data architecture matter more than simply selecting an LLM
Why the semantic layer remains critical for reliable enterprise data agents
How to design a production-grade stack across retrieval, identity, governance, evaluation, and monitoring
How teams test accuracy, identify hallucinations, and validate outputs
Practical lessons from building and operating AI systems against complex business data
Where enterprise data agents are working today and where they still fail
Speakers
Jerry Xi
AI Platform Architect, Generative AI & ML Infrastructure, Oracle
Keynote Speaker
Daksha Ladia
AI Engineer · Former Microsoft Software Engineer · Research Extern at Ai2
Panelist
Murray Newlands
Founder, Open Future Forum
Host
Who Should Attend
Chief AI Officers, Chief Data Officers, CTOs, engineering executives, AI platform leaders, enterprise architects, data infrastructure leaders, and founders building AI and enterprise data products.
This is a curated, approval-required executive gathering. The discussion will focus on practical lessons and peer exchange rather than sales presentations.
Hosted by Open Future Forum, Agentic Fabriq, and HG Insights
Open Future Forum is a global executive community founded in Silicon Valley. Its network reaches tens of thousands of executives and investors worldwide. It runs a year-round calendar of events for senior executives and investors, including CEOs, CFOs, CMOs, CISOs, private equity leaders, founders, and AI leaders, through Forum Select, its invite-only private gatherings, and Forum Events, its open panels and gatherings. Beyond events, Open Future Forum convenes peer groups and executive boards and publishes original research built on first-party survey and qualitative data from its executive network.