Enterprise AI in Production — Mumbai edition
Legacy modernisation, data governance, and architectures for deploying AI agents in enterprises
Enterprise AI in Production - Mumbai
Selected talks will be hosted at Mumbai FOSS
Saturday, 31 October 2026 · 10 AM - 2 PM · Mumbai
Venue: IIT Bombay, Powai
To attend the talks in person, get your Mumbai FOSS ticket → https://fossunited.org/c/mumbai/2026
Live streaming is available for The Fifth Elephant Annual members → https://hasgeek.com/fifthelephant#memberships
Putting AI to work inside enterprises
Putting AI into an enterprise means working through security reviews, audits, budget cycles, and systems that other teams depend on. This meet-up, hosted at Mumbai FOSS, is intended for architects, data leaders, risk and security owners, and delivery teams together to examine what it takes to put AI into production.
The Mumbai edition focuses on legacy modernization, data governance, and architectures for deploying AI agents in enterprises. Expect practical discussions grounded in implementation decisions, organizational constraints, measurable outcomes, and lessons from what went wrong.
From Bengaluru to Mumbai
The Bengaluru edition on 19 June 2026 brought 50+ attendees to PhonePe’s office, including senior architects, startup founders, and individual contributors. Well-received talks included Ramanuj Vidyanta’s case for treating AI governance in Indian banks as an engineering problem; Vivek Kalyanarangan of IDfy on taking the GPU out of face matching; Akash Sathish of Sahaj Software on remote-code-execution risks in production MCP servers; and making Generative UI work in production, a lightning talk by Zahle Khan, Founding Engineer at Thesys.
Watch videos from the Bengaluru edition: https://hasgeek.com/fifthelephant/enterprise-ai-in-production-meetup/videos
Selected talks
When good agents disagreed until we built shared understanding
- by Swetha Ashok, Solution Consultant at Sahaj Software
A production case study of an enterprise planning assistant used by about 350 people, handling roughly 700 conversations a day. Swetha will explain how a shared semantic layer, explicit disambiguation, structured state, and a clear split between probabilistic and deterministic logic helped coordinate agents—and how the team evaluated the changes and rolled them out.
View updated slides - https://docs.google.com/presentation/d/1vyT2y5nRKuQlabmnNSt3FLAoPsX-ebg0iVa4S-jYtCk/edit?slide=id.h702c21ca7a371198_3_2#slide=id.h702c21ca7a371198_3_2
What Mumbai will focus on
Legacy modernization
Connecting AI to existing enterprise systems while working within operational dependencies, change windows, and security requirements.
Data governance
Making enterprise data usable for AI while maintaining permissions, accountability, and control over how data moves across systems.
Reference architectures and agents in production
Establishing integration patterns, ownership, and controls for agents that access enterprise systems and take actions.
Programme and schedule
The two talks will be hosted at Mumbai FOSS on 31 October 2026. The schedule will appear on the Mumbai FOSS 2026 schedule → https://fossunited.org/dashboard/schedule/mumbai/2026
Curated by Ravi Balgi, Architect at Datanimbus, & Srix Sriramkumar, founder at AI Native Orgs.
Attend in Mumbai or view online
In person: Saturday, 31 October 2026, 10 AM - 2:30 PM IST
Tickets: Mumbai FOSS 2026 - https://fossunited.org/c/mumbai/2026
Venue: IIT Bombay, Powai
Online: Live streaming is available for The Fifth Elephant annual members → https://hasgeek.com/fifthelephant#memberships
Contact
For queries, write to info@hasgeek.com or call/WhatsApp on 91-7676332020
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FOSS United is a non-profit foundation that aims at promoting and strengthening the Free and Open Source Software (FOSS) ecosystem in India.
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