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June 9-10, 2026
Bengaluru, India
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The Sched app allows you to build your schedule but is not a substitute for your event registration. You must be registered for MCP Dev Summit Bengaluru to participate in the sessions. If you have not registered but would like to join us, please go to the event registration page to purchase a registration..

IMPORTANT NOTE: Timing of sessions and room locations are subject to change.


Tuesday, June 9
 

8:00am IST

Zen Zone
Tuesday June 9, 2026 8:00am - 7:00pm IST

Tuesday June 9, 2026 8:00am - 7:00pm IST
Tulip

8:00am IST

Registration & Badge Pick-Up
Tuesday June 9, 2026 8:00am - 7:00pm IST

Tuesday June 9, 2026 8:00am - 7:00pm IST
Convention Hall Main Entry

8:00am IST

Solutions Showcase
Tuesday June 9, 2026 8:00am - 7:50pm IST

Tuesday June 9, 2026 8:00am - 7:50pm IST
Convention Hall Foyer

9:30am IST

Keynotes To Be Announced
Tuesday June 9, 2026 9:30am - 10:25am IST

Tuesday June 9, 2026 9:30am - 10:25am IST
Convention Hall

10:20am IST

Morning Break
Tuesday June 9, 2026 10:20am - 10:55am IST

Tuesday June 9, 2026 10:20am - 10:55am IST
Convention Hall Foyer

10:55am IST

Improving Reliability in MCP Applications Through Tool Design - Yashasvi Misra, Pure Storage
Tuesday June 9, 2026 10:55am - 11:20am IST
Modern MCP applications depend on tools to extend model capabilities, yet tool interface design is a primary source of unreliability. Ambiguous descriptions, poorly structured schemas, and inconsistent outputs often lead to incorrect tool selection, invalid inputs, and unpredictable system behavior. This session introduces a practical framework for designing reliable MCP tools. We begin with a...
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Speakers
avatar for Yashasvi Misra

Yashasvi Misra

Software Engineer, Pure Storage
Yashasvi Misra is a Software Engineer at Pure Storage and Chair of the NumFOCUS Code of Conduct Working Group. She has contributed to foundational projects like NumPy & Kubernetes and has been an active part of the Python community since her college days.

Yashasvi is also a passionate advocate for diversity and inclusion in tech. She has shared her work and insights at conferences around the world, including PyCon India, PyCon Europe, PyLadiesCon, and PyData Global... Read More →
Tuesday June 9, 2026 10:55am - 11:20am IST
Convention Hall
  Building with MCP

10:55am IST

MCP in Production: OAuth, Session Isolation, and Audit Trails for Remote Servers - Rajan Sharma, Ispace INC
Tuesday June 9, 2026 10:55am - 11:20am IST
MCP demos are easy. Production MCP is not. Once a remote MCP server touches real data or privileged actions, a successful tool call is not enough. Teams need OAuth 2.1 done correctly, least-privilege scopes, protected resource metadata, audience-bound tokens, secure session handling, gateway-aware controls, and audit trails that explain who requested what and what the server actually did. This...
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Speakers
avatar for Rajan Sharma

Rajan Sharma

Sr Principal Architect, ISpace inc
Rajan Sharma is a Principal Architect at iSpace specializing in cloud architecture, AI/ML, serverless, and enterprise security. He builds scalable, resilient enterprise platforms and works across AI search, observability, and production systems. He is an AWS Security Specialty holder... Read More →
Tuesday June 9, 2026 10:55am - 11:20am IST
Scarlet 2&3
  Security Identity + Trust
  • Audience Experience Level Any

10:55am IST

Workshop: From One Agent To a Fleet: Distributed Multi-Agent Workflows With MCP - Mansi Rathod, Apra Labs Pvt Ltd & Yashraj Singh, Apra Labs
Tuesday June 9, 2026 10:55am - 11:55am IST
**Space Limited - First Come, First Served.  Please bring a fully charged laptop to the workshop**A single coding agent is useful. Real engineering work spans multiple machines and repos, and coordination breaks the moment two agents cooperate. What does it take to build an MCP server that manages a fleet lifecycle from one conversation and enforces quality on output? This workshop uses...
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Speakers
avatar for Mansi Rathod

Mansi Rathod

Senior Softwate Engineer, Apra Labs Pvt Ltd
Mansi Rathod is a Senior Software Engineer at Apra Labs with 5+ years of experience building production ML pipelines, hosting models, and shipping AI features in client software. Her work spans model deployment, infrastructure, and integration, currently focused on agentic AI systems... Read More →
avatar for Yashraj Singh

Yashraj Singh

Sr Software Engineer, Apra Labs
Yashraj is a Senior Software Engineer with 5 years of experience building scalable, high-performance systems and intelligent software platforms. He specializes in MCP and enjoys creating ecosystems where AI agents, tools, and infrastructure work together seamlessly.Passionate about... Read More →
Tuesday June 9, 2026 10:55am - 11:55am IST
Scarlet 1

11:20am IST

Intelligence Placement Patterns for MCP-Connected Agent Systems - Giri Venkatesan, Solace
Tuesday June 9, 2026 11:20am - 11:45am IST
MCP standardizes how tools are described and invoked, but not what they should return. That leaves a critical decision open: whether an MCP tool returns raw data, shared state, or decisions. That choice determines where intelligence lives. This talk presents three placement patterns in MCP tool design. Centralized Intelligence treats tools as data sources, returning raw inputs agents must...
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Speakers
avatar for Giri Venkatesan

Giri Venkatesan

Principal Developer Advocate, Solace
Giri Venkatesan is a Developer Advocate and Architect at Solace, focused on agentic AI, event-driven architecture, and enterprise integration. With decades of experience, he helps organizations design autonomous AI agents that reason and act across distributed systems, using events... Read More →
Tuesday June 9, 2026 11:20am - 11:45am IST
Convention Hall
  Building with MCP

11:20am IST

From Alert To Revert: One MCP 500+ Tools for Production Triage and Real-world DevOps - Avinash Kumar Lodhi, Coursehero
Tuesday June 9, 2026 11:20am - 11:45am IST
What happens when your on-call agent can read Datadog metrics, tail logs in groundcover, pull pod state from Kubernetes, and grep GitLab for the commit that broke prod, all in one conversation? At Learneo we built one MCP endpoint that does that across 11 upstream servers, 518 indexed tools, and can manage multiple AWS accounts credentials. It changed how we triage incidents. I'll walk a synthetic...
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Speakers
avatar for Avinash Kumar Lodhi

Avinash Kumar Lodhi

Staff Software Engineer - Devops, CourseHero
Avinash Kumar Lodhi is a Staff DevOps Engineer on the Course Hero Platform team. His job is to automate and manage things on a large scale. He started as a tester at Teradata ten years ago, then moved to DevOps. He worked at Sprinklr and then at Meesho, moving 500+ microservices from... Read More →
Tuesday June 9, 2026 11:20am - 11:45am IST
Scarlet 2&3

11:45am IST

Context-Aware MCP Servers for Small Language Models - Vivek Mankar, Anto Ajay Raj John, Stuti Sinha, Reeva Nanda, Nethra Khandige, Pradipta Ghosh, IBM
Tuesday June 9, 2026 11:45am - 12:10pm IST
Small Language Models are great for edge and cost-sensitive deployments, but struggle with limited context windows. This talk shows how MCP servers can act as an external memory and context orchestration layer for SLMs. Based on a survey of 25+ long-context reasoning techniques, we demo concrete implementations: episodic memory with surprise-based retrieval (EM-LLM-inspired), and a dynamic context...
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Speakers
avatar for Nethra Khandige

Nethra Khandige

AI Engineer, IBM
Nethra Khandige is an AI Engineer at IBM, working on the PyTorch ecosystem, AI inference optimization, and context-aware AI systems. Backed by a strong research foundation, including published work in malware detection, neural network inference, deep reinforcement learning with published... Read More →
avatar for Stuti Sinha

Stuti Sinha

Software Engineer, IBM
Stuti Sinha is a researcher and developer focused on the intersection of model efficiency and AI safety. With a background in Python, Java, and C++, she specializes in the PyTorch ecosystem, specifically optimizing Long Context Reasoning and architecture for Small Language Models... Read More →
avatar for Reeva Nanda

Reeva Nanda

Software Engineer, IBM India
Reeva Nanda is an AI and ML enthusiast with strong theoretical foundations in generative AI, deep learning, and neural network architectures. Deeply passionate about the mathematics underpinning modern AI , particularly linear algebra and its role in model design, she holds a focused... Read More →
avatar for Pradipta Ghosh

Pradipta Ghosh

AI Software Architect, IBM
avatar for Vivek Mankar

Vivek Mankar

Staff AI Engineer, IBM LABS ( ISDL )
Vivek Mankar is an AI Software Engineer specializing in high-performance AI inference systems and scalable cloud software. Operating at the intersection of deep learning and systems engineering, his work focuses on the PyTorch ecosystem, LLM serving, and MLOps automation. Backed by... Read More →
avatar for Anto Ajay Raj John

Anto Ajay Raj John

AI Engineering Manager, IBM
Anto John is a senior manager for AI with industry experience of 20 years. He has been working on AI projects for the past 10 years in various capacity. He was one of the core team members of the IBM BlueGene/Q supercomputer. He was the performance architect for IBM Power Systems... Read More →
Tuesday June 9, 2026 11:45am - 12:10pm IST
Scarlet 2&3
  Building with MCP

11:45am IST

OWASP MCP Top 10: A Practical Security Guide for MCP Builders - Sankalp Sandeep Paranjpe, Big4 Consulting Firm; Dheeraj Choudhary, AWS
Tuesday June 9, 2026 11:45am - 12:10pm IST
MCP adoption has outpaced security. An audit of 17 popular MCP servers found an average security score of 34 out of 100. Tool poisoning attacks succeed at 84.2% with auto-approval enabled. Over 30 CVEs have been filed against MCP implementations in the past 60 days. The first confirmed malicious MCP server, postmark-mcp, silently BCC'd every outgoing email to an attacker-controlled address for...
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Speakers
DC

Dheeraj Choudhary

AWS Hero, AWS
avatar for Sankalp Sandeep Paranjpe

Sankalp Sandeep Paranjpe

Cloud Security Consultant, '-
Sankalp Sandeep Paranjpe is a DevSecOps Engineer and cloud security practitioner. He speaks at community and security events on practical DevSecOps and Kubernetes security topics. He volunteers with AWS User Group Pune and contributes to the cloud-native community through talks, workshops... Read More →
Tuesday June 9, 2026 11:45am - 12:10pm IST
Convention Hall
  Building with MCP

12:10pm IST

Designing a Control Plane for Agentic Systems Using MCP - Malepati Bala Siva Sai Akhil, Couchbase
Tuesday June 9, 2026 12:10pm - 12:35pm IST
As MCP-based systems grow in complexity, standardizing tool interaction alone is not enough to ensure reliable execution. This talk introduces a control-plane perspective for MCP-based systems, grounded in distributed systems principles such as scheduling, retries, idempotency, and fault isolation. Coordinating multi-step workflows across MCP servers introduces challenges such as partial...
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Speakers
avatar for Malepati Bala Siva Sai Akhil

Malepati Bala Siva Sai Akhil

Principal Software Engineer, Couchbase
Principal Software Engineer at Couchbase with 10+ years building distributed systems, AI infrastructure and cloud-native platforms across Intel, VMware, and Huawei. IEEE Computing Top 30 (2024) and Intel Distinguished Inventor Award recipient for work in security, distributed systems... Read More →
Tuesday June 9, 2026 12:10pm - 12:35pm IST
Scarlet 2&3

12:10pm IST

From SSE To Streamable HTTP: What Actually Changed in MCP's Transport Layer and Why You Should Care - Animesh Pathak, Harness Inc
Tuesday June 9, 2026 12:10pm - 12:35pm IST
When I started building MCP-powered agents and Claude Skills at Harness, I kept running into weird transport issues, connections dropping behind load balancers, SSE endpoints behaving differently across clients, tutorials that contradicted the actual spec. Turns out, MCP's transport layer had quietly gone through a major overhaul and most of the content out there hadn't caught up. In this talk,...
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Speakers
avatar for Animesh Pathak

Animesh Pathak

DevRel Engineer, Harness
Animesh Pathak is a Developer Relations Engineer with a strong focus on Database DevOps, APIs, testing, and open-source innovation. Currently at Harness, he plays a key role in building and evangelizing scalable DBDevOps workflows, bridging the gap between developers and data teams... Read More →
Tuesday June 9, 2026 12:10pm - 12:35pm IST
Convention Hall
  MCP Protocol in Depth

12:35pm IST

Attendee Lunch
Tuesday June 9, 2026 12:35pm - 2:05pm IST

Tuesday June 9, 2026 12:35pm - 2:05pm IST
Convention Hall Foyer

2:15pm IST

Keynotes To Be Announced
Tuesday June 9, 2026 2:15pm - 3:10pm IST

Tuesday June 9, 2026 2:15pm - 3:10pm IST
Convention Hall

3:20pm IST

Voice-First MCP: Real-Time Tool Calling Through a Spoken Interface - Samyuktha Mohan Alagiri, IBM
Tuesday June 9, 2026 3:20pm - 3:45pm IST
Every MCP demo assumes text in and text out. This talk explores what actually happens when you replace the text interface with a live voice stream. Connecting a real-time voice pipeline to an MCP-backed agent introduces problems that the current MCP ecosystem has no established answers for. This talk walks through them one by one: end-of-turn detection and how tool-calling latency affects...
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Speakers
avatar for Samyuktha M S

Samyuktha M S

Software Developer, IBM
Samyuktha is a Software Developer at IBM India Software Labs who loves building things that actually work in production, from voice agents and multilingual multi-agent pipelines to self-healing infrastructure using MCP, LangGraph, Claude, and Qdrant. A 13x hackathon winner including... Read More →
Tuesday June 9, 2026 3:20pm - 3:45pm IST
Convention Hall
  Building with MCP

3:20pm IST

Dead Runbooks, Dangerous Agents, and the Security Model That Saved Us - Koti Vellanki, TransUnion
Tuesday June 9, 2026 3:20pm - 3:45pm IST
We had 47 runbooks in Confluence. During incidents nobody used them. So I converted them into MCP server tools where an agent picks the right steps based on what it sees in the cluster. This was working fine until two things went wrong. One, the MCP server had the same service account as our CI pipeline. Too many permissions. Agent went and listed every secret in the namespace. It wasn't doing...
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Speakers
avatar for Koti Vellanki

Koti Vellanki

DevOps Engineer, TransUnion
Senior DevOps Engineer based in Bangalore with over a decade of experience in platform engineering and cloud infrastructure. I work mostly with Kubernetes, observability systems, and CI/CD at scale. Currently building open-source MCP tools that connect AI agents to production infrastructure... Read More →
Tuesday June 9, 2026 3:20pm - 3:45pm IST
Scarlet 2&3
  Security Identity + Trust

3:20pm IST

Workshop: Hands-on Lab: Bridging OpenClaw and MCP for Autonomous Cross-Cloud Operations - Paras Mamgain & Anmol Krishan Sachdeva, Google; Indumathy Thisgarajan, Wells Fargo
Tuesday June 9, 2026 3:20pm - 4:20pm IST
**Space Limited - First Come, First Served.  Please bring a fully charged laptop to the workshop**Scaling autonomous agents across multi-cloud infrastructure is currently a mess of proprietary SDKs and brittle "glue code." This workshop provides a technical build-path to standardize operations using orchestration frameworks (like OpenClaw) and the Model Context Protocol (MCP) as a...
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Speakers
avatar for Paras Mamgain

Paras Mamgain

Technical Lead Manager, Google
Paras is a Technical Lead Manager at Google, where he leads a team dedicated to simplifying complex cloud solutions. Drawing on his strong foundation in cloud solutions and backend development, he guides his team in architecting scalable and resilient infrastructure. Paras is also... Read More →
avatar for Indumathy Thiagarajan

Indumathy Thiagarajan

Technology Enthusiast, Wells Fargo
Software Engineer with more than a decade of experience on multiple technology stacks and domains
avatar for Anmol Krishan Sachdeva

Anmol Krishan Sachdeva

Senior Hybrid Cloud Architect, Google
Anmol (a.k.a. "greatdevaks") is a seasoned International Tech Speaker (delivered 80+ talks globally), a Distinguished Guest Lecturer, an Adjunct Professor, a conference organizer, and has published several notable papers. He works at Google and focuses on Emerging Technologie... Read More →
Tuesday June 9, 2026 3:20pm - 4:20pm IST
Scarlet 1
  MCP Protocol in Depth

3:45pm IST

Putting MCP on a Diet: A Proxy for Tool Scoping and Context Compression - Prathamesh Saraf, Truefoundry
Tuesday June 9, 2026 3:45pm - 4:10pm IST
Connect three MCP servers and 55,000 tokens are consumed before the agent reads the user's query. Perplexity's CTO called this out at Ask 2026. Cloudflare measured 244,000 tokens for their API surface. The protocol isn't the problem. The "load everything upfront" pattern is. FastMCP Code Mode solves this server-side, but requires the server author to opt in. Most MCP servers in the wild will...
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Speakers
avatar for Prathamesh Saraf

Prathamesh Saraf

Sr. Forward Deployed Engineer, Truefoundry
Prathamesh Saraf is a Sr. Forward Deployed Engineer at TrueFoundry, where he helps enterprises and startups build LLM and AI agent systems. He is the author of "My Adventures with Large Language Models," a technical book on building LLM architectures from scratch in PyTorch, covering... Read More →
Tuesday June 9, 2026 3:45pm - 4:10pm IST
Convention Hall
  Building with MCP

3:45pm IST

InstaMCP: Instant MCP-ification of Enterprise APIs - Rupal Sharma & Ujjal Sharma, Nutanix
Tuesday June 9, 2026 3:45pm - 4:10pm IST
This session introduces InstaMCP, a common platform designed to instantly "MCP-ify" enterprise APIs and eliminate the need for redundant "glue code" currently required to connect LLMs to internal products. This solution addresses siloed AI integrations and maintenance bottlenecks within large SaaS ecosystems. InstaMCP automatically ingests Swagger/OpenAPI specifications to generate fully...
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Speakers
avatar for Rupal Sharma

Rupal Sharma

Staff Engineer, Nutanix
A software engineer with more than a decade of experience architecting high-scale platforms across Fintech, Telecom, and Identity. Specialist in major platform modernization and high-concurrency systems.
avatar for Ujjal Sharma

Ujjal Sharma

Member of Technical Staff, Nutanix
Building enterprise grade AI agents and MCP servers
Tuesday June 9, 2026 3:45pm - 4:10pm IST
Scarlet 2&3

4:10pm IST

Cloud-engineer-mcp: Implementing the Gateway Pattern for Multi-Cloud MCP Orchestration - Aniruddha Biyani, Prophecy
Tuesday June 9, 2026 4:10pm - 4:35pm IST
As the Model Context Protocol (MCP) matures, enterprises face a "Connectivity Gap": the $M \times N$ integration problem has shifted from a development crisis to an operational one characterized by context window bloat and fragmented identity management. While the protocol simplifies 1:1 connections, orchestrating a fleet of agents across AWS, GCP, and Azure requires a centralized intermediary to...
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Speakers
avatar for Aniruddha Biyani

Aniruddha Biyani

Lead Security Engineer, Prophecy
aniruddha “AB” biyani is the Head of Security and Compliance at Prophecy. With a career built on scaling cloud security for high-growth startups and cybersecurity vendors. He is a long-standing volunteer and organizer for the DEF CON Cloud Village.

He recently presented at Black Hat Europe Arsenal 2024, Black Hat Asia Arsenal 2024, and SANS CloudSecNext 2023. He is also the creator and maintainer of open-source tools like findmytakeover, cloud-auth and cloud-engineer-mcp... Read More →
Tuesday June 9, 2026 4:10pm - 4:35pm IST
Scarlet 2&3

4:10pm IST

MCP Schema Evolution: Versioning Tool Contracts Without Breaking Agents - Yogesh Sardana, Admiral Group PLC
Tuesday June 9, 2026 4:10pm - 4:35pm IST
This is not just about Admiral Group PLC but for every organisation, tool schemas in MCP evolve as platforms change parameters get renamed, new required fields are added, response shapes shift. Agents built against an older schema break silently, produce incorrect results, or enter undefined behavior, and there is no established SemVer discipline for MCP tools today. This session proposes a...
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Speakers
avatar for Yogesh Sardana

Yogesh Sardana

Cloud Engineering Researcher & Leader, Admiral Group PLC
I'm working as a Cloud Leader, part of R&D wing, known as Jack of all trades but master of Cloud. Been into various tech stacks before of SDLC like Full Stack App Dev, Testing, Data Analytics, having fun with tech.
Tuesday June 9, 2026 4:10pm - 4:35pm IST
Convention Hall
  MCP Protocol in Depth
  • Audience Experience Level Any

4:40pm IST

Afternoon Break
Tuesday June 9, 2026 4:40pm - 5:10pm IST

Tuesday June 9, 2026 4:40pm - 5:10pm IST
Convention Hall Foyer

5:15pm IST

MCP Resources Are Already a Knowledge Graph - You Are Just Not Reading the Headers - Kesigan Anbalagan, Comcast
Tuesday June 9, 2026 5:15pm - 5:40pm IST
Most retrieval systems ignore the structure MCP Resources already provide unique URIs, typed links, version metadata, timestamps and flatten everything into vector chunks. GraphRAG proved retrieval needs relational structure; MCP already has it natively. This talk demonstrates with a live adversarial demo: a vanilla RAG agent and a Resource-graph agent answer the same questions against the same...
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Speakers
avatar for Kesigan Anbalagan

Kesigan Anbalagan

Principal Engineer, Comcast India Engineering Center LPP
I am Kesigan Anbalagan technology leader and AI enthusiast with extensive experience in cloud-native solutions, developer experience platforms, and enterprise AI integration. As part of the Central DevX team at Comcast, he focuses on embedding AI across the software development lifecycle... Read More →
Tuesday June 9, 2026 5:15pm - 5:40pm IST
Convention Hall
  Building with MCP

5:15pm IST

MCPeek Into Your Server's Secrets - Akash Sathish, Sahaj Software
Tuesday June 9, 2026 5:15pm - 5:40pm IST
Most "MCP security scanners" are wrappers around npm audit and regex keyword rules. A November 2025 research survey showed 0% detection on TypeScript servers because the underlying tools never parse the AST and two-thirds of public MCP servers ship in TypeScript. This talk walks through building an AST pipeline using ts-morph that catches what keyword rules miss: path traversal through fs...
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Speakers
avatar for Akash Sathish

Akash Sathish

Solution Consultant, Sahaj Software
I'm a Solution Consultant at Sahaj Software in Chennai. I've been neck-deep in MCP, AI-Assisted Development, and agentic architectures since before they had proper names. I've spoken at GitTogether 2025, The Fifth Elephant 2025, and six other conferences across AI-assisted development... Read More →
Tuesday June 9, 2026 5:15pm - 5:40pm IST
Scarlet 2&3
  Security Identity + Trust

5:15pm IST

Workshop: Enabling MCP at Enterprise Scale: Navigating Authentication and Governance Challenges - Shannon Williams & Chris Urwin, Obot AI
Tuesday June 9, 2026 5:15pm - 6:15pm IST
**Space Limited - First Come, First Served.  Please bring a fully charged laptop to the workshop**Enterprise adoption of the Model Context Protocol is accelerating — but the path from "MCP works on my laptop" to "MCP running securely across our organization" is windy and challenging. Building MCP servers isn't particularly hard. The real challenges are OAuth, identity sprawl, and the...
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Speakers
avatar for Shannon Williams

Shannon Williams

President, Obot AI
I am the President and co-founder of Obot AI, and have been building open source software for the last 20 years. Prior to starting Obot, I co-founded Cloud.com (creator of CloudStack) and Rancher Labs (creator of Rancher, k3s, Longhorn, etc). I was a board member of the CNCF for 4... Read More →
avatar for Chris Urwin

Chris Urwin

VP of Field Engineering, Obot AI
Chris Urwin is VP of Field Engineering at Obot AI and a veteran engineering leader. With deep hands-on experience in cloud‑native platforms, Kubernetes, containers, CI/CD, and developer tooling, he builds and scales global technical teams. Chris bridges product, engineering, and... Read More →
Tuesday June 9, 2026 5:15pm - 6:15pm IST
Scarlet 1

5:40pm IST

MCP Servers on Kubernetes: Deployment Patterns, Scaling, and What Breaks - Kunal Das, Cast Ai
Tuesday June 9, 2026 5:40pm - 6:05pm IST
Most MCP talks focus on the protocol or the AI side. This one is about the infrastructure underneath. I run MCP servers on Kubernetes, and I've hit enough weird failure modes to have opinions about it. This talk covers how to deploy MCP servers as containerized workloads: health checks that actually make sense for long-lived agent connections, resource limits that don't starve your servers...
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Speakers
avatar for Kunal Das

Kunal Das

Developer Advocate, Cast Ai
Kunal Das is a Developer Advocate at CAST AI, based in Bangalore. He works on cloud cost optimization and spends most of his time figuring out why Kubernetes clusters waste so much money. He organizes CNCF community chapters in Mumbai and Kolkata, runs the HashiCorp User Group Bangalore... Read More →
Tuesday June 9, 2026 5:40pm - 6:05pm IST
Scarlet 2&3

5:40pm IST

When MCP Meets Reality: Performance, Latency, and the Hidden Cost of AI Orchestration in Enterprises - Partha Sarthy, Applied Materials
Tuesday June 9, 2026 5:40pm - 6:05pm IST
MCP enables powerful AI-driven workflows — but production enterprise systems have SLAs, throughput contracts, and years of performance tuning. Wiring a reasoning loop into that environment reveals costs that don't show up in demos: latency amplification from sequential tool invocations, data movement overhead across system boundaries, schema drift, and observability gaps that span model...
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Speakers
avatar for Partha Sarthy

Partha Sarthy

Software Engineer, Applied Materials
I am a Software Engineer at Applied Materials working in the HPC and AI domain. I have a cumulative experience of close to 8.5 years and have served in companies like HPE, Juniper and Cisco. I am also an active member of IEEE and have presented in Conferences relating to Solid State... Read More →
Tuesday June 9, 2026 5:40pm - 6:05pm IST
Convention Hall

6:05pm IST

MCP + Kubernetes: Building a Self-Healing AI Platform (Not Just Pipelines) - Raghu Reddy, Calix & Esakki Raj E, Cisco
Tuesday June 9, 2026 6:05pm - 6:30pm IST
Most teams treat MCP as a pipeline, and that is the problem. Pipelines fail silently. They have no concept of desired state, no reconciliation loop, and no recovery path when a model times out or a tool call returns garbage. You are essentially writing bash scripts with an LLM in the middle. Kubernetes already solved this. The operator pattern gives you level-triggered reconciliation, retry logic...
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Speakers
avatar for Esakki Raj E

Esakki Raj E

Senior AIOps Engineer, Cisco
Experienced Site Reliability Engineer (SRE) and MLOps specialist with over 9+ years of practical experience in designing, implementing, and managing cloud-based infrastructure and services. Proven track record in architecting and scaling large-scale AI/ML infrastructure on Kubernetes... Read More →
avatar for Raghu Reddy

Raghu Reddy

Staff Platform Engineer (Security), Calix Inc
Raghu is a Staff Platform Engineer (Security) at Calix Inc. , where he secures Kubernetes infrastructure powering AI and MLOps workloads across multiple clusters.
With over 10 years in Platform Engineering and Security. Applying supply chain security, runtime hardening, and policy... Read More →
Tuesday June 9, 2026 6:05pm - 6:30pm IST
Scarlet 2&3

6:05pm IST

When Dashboards Lie: Building MCP Tools That Chase Down the Truth - Hrittik Roy & Saiyam Pathak, vCluster
Tuesday June 9, 2026 6:05pm - 6:30pm IST
Dashboards lie. Not maliciously, structurally. Aggregation hides the tenant on fire. Sampling drops slow requests. The p99 looks fine because 47 users who timed out are a rounding error. Every SRE has lived this: green screen, Slack on fire, hunting across five tools to find what the dashboard refused to show. This is a field report from building MCP tools that do the hunting. The agent does not...
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Speakers
avatar for Saiyam Pathak

Saiyam Pathak

Head of Developer Relations, vCluster
Saiyam is working as Head of DevRel at vCluster. He is the founder of Kubesimplify, focusing on simplifying cloud-native & AI infrastructure. He is Kubecon Co-chair and has worked on many facets of Kubernetes, including machine learning platforms, scaling, multi-cloud, & managed Kubernetes... Read More →
avatar for Hrittik Roy

Hrittik Roy

TPME, vCluster
Hrittik is a Platform Advocate at Loft Labs and a CNCF Ambassador, with expertise in cloud native technologies and open source communities. He has contributed extensively to developer advocacy, technical writing, and community engagement. Hrittik has been a featured speaker at events... Read More →
Tuesday June 9, 2026 6:05pm - 6:30pm IST
Convention Hall
  Building with MCP

6:25pm IST

Attendee Reception
Tuesday June 9, 2026 6:25pm - 7:50pm IST

Tuesday June 9, 2026 6:25pm - 7:50pm IST
Convention Hall Foyer
 
Wednesday, June 10
 

9:00am IST

Zen Zone
Wednesday June 10, 2026 9:00am - 6:00pm IST

Wednesday June 10, 2026 9:00am - 6:00pm IST
Tulip

9:00am IST

Registration & Badge Pick-Up
Wednesday June 10, 2026 9:00am - 6:00pm IST

Wednesday June 10, 2026 9:00am - 6:00pm IST
Convention Hall Main Entry

9:00am IST

Solutions Showcase
Wednesday June 10, 2026 9:00am - 6:30pm IST

Wednesday June 10, 2026 9:00am - 6:30pm IST
Convention Hall Foyer

9:30am IST

Keynotes To Be Announced
Wednesday June 10, 2026 9:30am - 10:25am IST

Wednesday June 10, 2026 9:30am - 10:25am IST
Convention Hall

10:25am IST

Morning Break
Wednesday June 10, 2026 10:25am - 11:00am IST

Wednesday June 10, 2026 10:25am - 11:00am IST
Convention Hall Foyer

11:00am IST

From Intent To Production: MCP Gateway Patterns for Regulated Banking - Hariskumar Panakkal, Wipro
Wednesday June 10, 2026 11:00am - 11:25am IST
I spent the last year building agentic systems with MCP and MCP Gateway, and want to share what I learned — especially the things you only hit when you try to build for a real, regulated domain. The build is a four-part system: a React portal, a LangGraph agent, Microsoft MCP Gateway as the front door, and a FastMCP server with 19 tools behind it. This talk walks through how the pieces fit...
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Speakers
avatar for Hariskumar Panakkal

Hariskumar Panakkal

Distinguished Member of Technical Staff (DMTS) and Enterprise Architect, Wipro
Hariskumar Panakkal is an Enterprise Architect and Distinguished Member of Technical Staff (DMTS), recognized with the 2025 Most Valuable Technologist (MVT) award. With a background in cloud transformation and responsible AI, he has spent the last year building agentic systems on... Read More →
Wednesday June 10, 2026 11:00am - 11:25am IST
Convention Hall
  Building with MCP

11:00am IST

Beyond Tools and Resources: A Deep Dive into MCP Sampling for Agentic Features - Kevin Vaz, Smartbear
Wednesday June 10, 2026 11:00am - 11:25am IST
Most MCP servers are one-shot: the client asks, the server answers. But some features need the server to reason mid-execution like summarise a diff before returning it, classify input to pick the next step, recover from ambiguity instead of failing, generating new data. That's what sampling unlocks: the server calls back into the host's LLM, without ever holding its own model keys. This deep dive...
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Speakers
avatar for Kevin Rohan Vaz

Kevin Rohan Vaz

Senior Software Engineer, Smartbear
Kevin Rohan Vaz is a Senior software engineer at SmartBear and a core contributor to the open-source smartbear-mcp server and swagger contract testing features, where he designs and ships the server's sampling, tools, and resource integrations. He spends his time turning MCP spec... Read More →
Wednesday June 10, 2026 11:00am - 11:25am IST
Scarlet 2&3
  MCP Protocol in Depth

11:00am IST

"Allowed To" Is Not Enough: Access Control That Understands What Your Agent Is Actually Doing - Tejas Ladhani, Motorola Solutions Inc & Chandrashekar Haleupparahalli, Motorola Solutions
Wednesday June 10, 2026 11:00am - 11:25am IST
Every agent today answers one question at the auth layer: is this agent allowed to do this? Wrong question. The real one: is it doing something consistent with what the user asked - right now, in this step? These aren't the same, and the gap is where things break. Today's auth was built for humans logging into apps: roles and scopes that persist regardless of what the agent is actually...
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Speakers
avatar for Chandrashekar Haleupparahalli

Chandrashekar Haleupparahalli

Engineering Manager, Motorola Solutions
Engineer Manager of Identity and Access Management, Solving
avatar for Tejas Ladhani

Tejas Ladhani

Software Engineer 2, Motorola Solutions Inc
Tejas Ladhani is a Software Engineer at Motorola Solutions, architecting Agentic AI for mission-critical public safety. He specializes in high-stakes systems where security is foundational and downtime has real-world consequences, from unifying enterprise identity layers to slashing... Read More →
Wednesday June 10, 2026 11:00am - 11:25am IST
Scarlet 1
  Security Identity + Trust

11:25am IST

Building Interactive Tools With MCP Elicitation - Ashwin Hariharan, Redis
Wednesday June 10, 2026 11:25am - 11:50am IST
Most of us think of agent tools as vending machines - you put in the right input, you get the right output. Put in the wrong input, and you either get the wrong output or nothing at all. This breaks for complex workflows where context is incomplete or intent is ambiguous. The tool either guesses wrong or fails outright. No back-and-forth, no clarification. Good AI tools built for conversation...
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Speakers
avatar for Ashwin Hariharan

Ashwin Hariharan

Developer Advocate, Redis
Ashwin Hariharan is a Developer Advocate at Redis, with over eight years of experience as a full-stack software engineer. He's passionate about making complex ideas simple, helping developers build faster, more reliable systems, and understand the "why" behind the tools they use.
... Read More →
Wednesday June 10, 2026 11:25am - 11:50am IST
Convention Hall
  Building with MCP

11:25am IST

Closing the Loop on Observability: Using MCP for Continuous Telemetry Optimization - Parthiv Roshan Menon, Smarsh
Wednesday June 10, 2026 11:25am - 11:50am IST
Modern observability stacks make it easy to collect telemetry, but not to derive value from it. Teams accumulate unused metrics, high-cardinality signals, and noisy dashboards, leading to rising costs and poor signal quality. This talk introduces a practical mental model inspired by the Rumsfeld Quadrant to reason about observability in terms of signals we measure vs signals we actually use. In...
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Speakers
avatar for Parthiv Roshan Menon

Parthiv Roshan Menon

Parthiv Roshan Menon, Smarsh
Platform Engineer with ~10 years of experience building and scaling observability platforms. Focused on improving signal-to-noise ratio in large telemetry systems and exploring the use of MCP and LLMs for feedback-driven optimization. Active in open source and currently building tools... Read More →
Wednesday June 10, 2026 11:25am - 11:50am IST
Scarlet 2&3
  Enterprise Adoption + Integration
  • Audience Experience Level Any

11:25am IST

SEO for Agents: Designing MCP Endpoints That Let Agents Evaluate Each Other Before Transacting - Manav Agarwal, Dream11
Wednesday June 10, 2026 11:25am - 11:50am IST
When humans hire someone, they ask questions first. Check reviews, compare, negotiate. AI agents can't do any of this. An MCP flight booking server says: "I book flights." Another agent can't ask: How many routes? Success rate? Can you get business class upgrades? I tore down top MCP servers across mcp.so, Smithery, Glama, PulseMCP. The #1 server has 52K stars but exposes 47 capabilities with...
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Speakers
avatar for Manav Agarwal

Manav Agarwal

Founder & Independent Researcher, AgentProof
Creator of AgentProof, an independent benchmarking and trust analysis project for AI agents. Mapped 10 agent directories containing 1.24M+ listings, deep-dived 3 agent categories, and health-checked 65+ MCP servers. Previously analyzed 14 agentic payment protocols (x402, Stripe ACP... Read More →
Wednesday June 10, 2026 11:25am - 11:50am IST
Scarlet 1
  Security Identity + Trust

11:50am IST

Running MCP Fully Local: Private, Offline-Capable Agents With Ollama and Open Models - Harish Kotra, Forge Alumnus
Wednesday June 10, 2026 11:50am - 12:15pm IST
Over the last few months I've built and shipped 100+ agents in public, many wired into MCP servers running against local models through Ollama, LM Studio, and decentralized open-source inference. A draw.io MCP server driven by Llama 3.2, an Excalidraw MCP integration, a Bright Data MCP briefing agent, all running end-to-end without a single token leaving the host. This talk is a working...
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Speakers
avatar for Harish Kotra

Harish Kotra

Fractional CTO, Forge Alumnus
Harish is a Fractional CTO and AI agent builder based in India. He previously led Developer Relations at Gaia and spent over a decade at AngelHack organizing 200+ hackathons. Since 2026 he's published one new open-source AI agent every day at dailybuild.xyz, 100+ builds spanning MCP... Read More →
Wednesday June 10, 2026 11:50am - 12:15pm IST
Convention Hall
  Building with MCP
  • Audience Experience Level Any

11:50am IST

From MCP Discovery To Execution: Building a Governed Marketplace & Gateway for Agentic Systems - Rahul Ganesh Partheeban, Freshworks
Wednesday June 10, 2026 11:50am - 12:15pm IST
We started building an MCP gateway in early 2025, when the spec was still maturing, and there were no established patterns for multi-tenant enterprise implementation. This talk will delve into the key patterns we used for taking MCP from POC to Production. We'll also cover layering MCP as a gateway over an existing platform: - Propagating tenant context through the MCP handshake, so a single...
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Speakers
avatar for Rahul Ganesh Partheeban

Rahul Ganesh Partheeban

Lead Software Engineer - Systems, Freshworks
Rahul Ganesh Partheeban is a Lead Software Engineer at Freshworks, working on platform engineering for marketplace integrations and app ecosystems. He builds extensible, event-driven, multi-tenant platforms powering thousands of integrations and developer workflows. He played a leading... Read More →
Wednesday June 10, 2026 11:50am - 12:15pm IST
Scarlet 2&3

11:50am IST

Ambient Identity: Just-in-Time Authorization Patterns for the Model Context Protocol - Ayesha Dissanayaka, WSO2
Wednesday June 10, 2026 11:50am - 12:15pm IST
As the Model Context Protocol (MCP) matures, we face a critical security hurdle: how do ambient agents that are running in the background or on headless devices securely access sensitive resources without constant manual intervention? Standard OAuth flows often break the "ambient" experience by requiring immediate browser redirects on the same device. This session proposes a decentralized...
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Speakers
avatar for Ayesha Dissanayaka

Ayesha Dissanayaka

Associate Director / Architect, WSO2
Ayesha is Lead Architect for Identity and Access Management for Agentic AI at WSO2, specializing in securing autonomous AI systems. With over a decade in enterprise IAM, she architects identity solutions for AI agents, bridging traditional frameworks with emerging AI security needs... Read More →
Wednesday June 10, 2026 11:50am - 12:15pm IST
Scarlet 1
  Security Identity + Trust

12:15pm IST

Agents Don't Fail, Environments Do: Lessons From Production MCP Deployments in Telecom - Divya Vijay, NetoAI
Wednesday June 10, 2026 12:15pm - 12:40pm IST
At NetoAI we build AI agents for telecom network operations. Our Rapid Root Cause Analysis Agent, built on our open-source TSLAM models (22k+ HF downloads), runs against live operator networks. When we moved to MCP as the tool-interface layer, agents that passed eval started breaking weeks after production launch. The model, prompts, retrieval, none were root cause. The tool environment itself...
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Speakers
avatar for Divya Vijay

Divya Vijay

Senior AI Engineer, NetoAI
Senior AI Engineer at NetoAI, building production agent systems. Co-author on T-VEC and G-SPEC research papers. Previously Software Engineer at Prodapt. 3 years of shipping AI and full-stack software across agentic and UI engineering in telecom.
Wednesday June 10, 2026 12:15pm - 12:40pm IST
Scarlet 2&3

12:15pm IST

One MCP Server, Five Languages, Zero Containers - Bharath Nallapeta, Mirantis Inc.
Wednesday June 10, 2026 12:15pm - 12:40pm IST
In 2013, shipping a Python service meant picking a base OS, writing an initscript, and fighting pip against the system package manager. Docker made it one command. Twelve years later, shipping an MCP server still feels pre-Docker — pick a language, spin up a process, hope the dependencies cooperate. The WebAssembly Component Model quietly shipped the pieces it was missing in 2023. wasmcp,...
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Wednesday June 10, 2026 12:15pm - 12:40pm IST
Convention Hall
  Building with MCP

12:15pm IST

Why Your Database MCP Should Never Talk To Your Database - Gowtham Raj Elangovan, Comcast
Wednesday June 10, 2026 12:15pm - 12:40pm IST
Most database MCP implementations are stdio transport, hardcoded URIs, and live connections handed directly to AI agents. This works on a laptop. It fails in production. Direct agent-to-database connectivity is dangerous. Connection exhaustion, raw credentials in agent context, DDL one hallucination away, PII returning unfiltered into LLM context windows, runaway queries taking down production...
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Speakers
avatar for Gowtham Raj Elangovan

Gowtham Raj Elangovan

Engineer 5, Engineering Operations, Comcast
Senior Data Platform & Database Engineering Architect with 13+ years building large-scale, cloud-native, and distributed database systems on-prem and AWS. Expert in autonomous AI-driven optimization, reliability engineering, and platform automation. Proven track record leading teams... Read More →
Wednesday June 10, 2026 12:15pm - 12:40pm IST
Scarlet 1
  Security Identity + Trust

12:40pm IST

Attendee Lunch
Wednesday June 10, 2026 12:40pm - 2:10pm IST

Wednesday June 10, 2026 12:40pm - 2:10pm IST
Convention Hall Foyer

2:15pm IST

Keynotes To Be Announced
Wednesday June 10, 2026 2:15pm - 3:10pm IST

Wednesday June 10, 2026 2:15pm - 3:10pm IST
Convention Hall

3:20pm IST

Skills Are Not MCP Servers: When To Use Which (and How To Make Them Work Together) - Animesh Pathak & Jyoti Bisht, Harness Inc
Wednesday June 10, 2026 3:20pm - 3:45pm IST
There's a running argument in the AI tooling world right now do you need MCP servers, or can you just use Skills? I've been on both sides of this. At Harness, I've built Claude Skills for DevOps workflows and worked with our MCP server that wraps the entire platform. And the honest answer is: it depends, but most people are picking the wrong one for the wrong job. In this talk I'll break down...
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Speakers
avatar for Jyoti Bisht

Jyoti Bisht

Senior DevRel Engineer, Harness
Jyoti Bisht is a Senior Developer Relations Engineer specializing in Cloud Cost Management and FinOps. She focuses on improving developer experience through platform design, internal tooling, and community engagement. She has also spoken at DevRelCon on gamifying documentation to... Read More →
avatar for Animesh Pathak

Animesh Pathak

DevRel Engineer, Harness
Animesh Pathak is a Developer Relations Engineer with a strong focus on Database DevOps, APIs, testing, and open-source innovation. Currently at Harness, he plays a key role in building and evangelizing scalable DBDevOps workflows, bridging the gap between developers and data teams... Read More →
Wednesday June 10, 2026 3:20pm - 3:45pm IST
Convention Hall
  Building with MCP

3:20pm IST

The Stdio Deadlock Nobody Warned Us About: OS-Level Process Management for MCP - Yuvraj Pradhan, MIT ADT University & Archana Kumari, MIT ADT University
Wednesday June 10, 2026 3:20pm - 3:45pm IST
When we moved our multi-agent MCP system from REST to stdio transport, the protocol schema was not the problem. OS pipes have no safety nets. When a model silently segfaults mid-inference, it does not send a JSON-RPC error. It just dies. The orchestrator sits blocked on a stdout.readline(), which never comes. Then we hit the pipe buffer deadlock. Inference engines are noisy. They dump token...
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Speakers
avatar for Yuvraj Pradhan

Yuvraj Pradhan

AI Systems Engineer, MIT-ADT UNIVERSITY
Yuvraj Pradhan is an AI Systems Engineer specialising in cost-efficient GenAI and secure multi-agent architectures. He is the first author of research published in Springer Nature on architecting a 125M-parameter NanoLLM for STEM tasks that outperforms significantly larger models... Read More →
avatar for Archana Kumari

Archana Kumari

Ai Systems Developer, MIT ADT University
Archana Kumari is an AI Systems Developer building practical machine learning systems and edge AI applications. Her work spans LLMs, computer vision on embedded devices, and full-stack tooling with Python and Java. She has developed multi-agent reasoning frameworks and voice-assisted... Read More →
Wednesday June 10, 2026 3:20pm - 3:45pm IST
Scarlet 2&3
  MCP Protocol in Depth

3:20pm IST

Auditing MCP Tool Calls at the Kernel Level: eBPF as a Trust Boundary Enforcer - Harini Anand, IBM
Wednesday June 10, 2026 3:20pm - 3:45pm IST
As MCP servers exponentially proliferate, a critical question emerges: who audits what an LLM actually did when it invoked a tool? Application-layer logs can be tampered with or missed. This talk argues that eBPF is the only tamper-resistant audit layer for MCP tool execution and shows you how to build it. We walk through instrumenting an MCP server's syscall surface with bpftrace and...
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Speakers
avatar for Harini Anand

Harini Anand

SDE in Data & AI, IBM
SDE at IBM Data & AI, working on IBM watsonx™. Software Engineering Researcher at UIUC. Computational Cognition Researcher at Georgia Institute of Technology. Biomedical XAI Researcher at Dartmouth College.
Formerly at Niramai & IIT Hyderabad, researching ML for breast cancer and gene regulatory networks. Built cognitive tools for dementia prevention as a student entrepreneur. Google KaggleX Mentee, AWS Scholar, Harvard WE Tech Fellow, Oxford & MIT Summer School alumna and a Stanford... Read More →
Wednesday June 10, 2026 3:20pm - 3:45pm IST
Scarlet 1
  Security Identity + Trust

3:45pm IST

The Invincible MCP Server: Building Crash-Proof AI Tools With Durable Execution - Shubham Londhe, Temporal
Wednesday June 10, 2026 3:45pm - 4:10pm IST
We All have been building AI Agents with MCP since it launched in 2024, but there's one thing no one is talking about - "What happens when MCP Fails? (and they fail often). MCP is just a process and it can crash, and so will the AI agent progress, it all can vanish with a crash. Well, the new Tasks primitive in MCP (SEP-1686) helps a lot, it gives your AI agents a way to hand off long-running...
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Speakers
avatar for Shubham Londhe

Shubham Londhe

Senior Developer Advocate, Temporal
Hello Dosto, I am Shubham Londhe, a Senior Developer Advocate, passionate about developing and deploying production-ready applications.

Its been more than 9+ years in the IT industry and having worked with AWS, Temporal, gave me a lens of how Production-readiness works.

I take this experience and share it with learners across India through my YouTube channel "TrainWithShubham" with over 175000 subscribers. Happy Learning... Read More →
Wednesday June 10, 2026 3:45pm - 4:10pm IST
Convention Hall
  Building with MCP

3:45pm IST

Agentic DX: Bringing Your IDP Into the IDE - Adnan Vahora, Motorola Solutions
Wednesday June 10, 2026 3:45pm - 4:10pm IST
Platform engineering has a chicken-and-egg problem: the platform needs adoption to justify investment, but adoption requires onboarding that teams resist when deadlines are tight. Our internal developer platform hit this hard. It serves 4,000+ developers across clouds and managed Kubernetes, yet many teams found the portal too unfamiliar. We solved it with a second entry point built on MCP....
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Speakers
avatar for Adnan Vahora

Adnan Vahora

Software Engineer, Motorola Solutions
Building the roads and traffic lights for the next generation of AI at Motorola Solutions. I’m currently obsessed with solving the 'hard parts' of Agentic AI—like figuring out how to secure Agent-to-Agent traffic without slowing it down.

I’m a big believer in open standards (huge fan of Envoy & Wasm) and love turning chaotic problems into clean architecture. Always happy to swap stories about platform engineering, Rust, or the latest in AI governance. Come say hi... Read More →
Wednesday June 10, 2026 3:45pm - 4:10pm IST
Scarlet 2&3

3:45pm IST

Who Let the Agent In? Securing MCP Servers in Production - Prachi Jamdade, Gravitee
Wednesday June 10, 2026 3:45pm - 4:10pm IST
What if your MCP server could confidently decide who gets access to what, without turning your codebase into a security nightmare? In this session, we follow the journey of a simple MCP server as it evolves from an open endpoint into a fully secured, production-ready system. Along the way, you’ll see how authentication actually works in MCP, how to move beyond basic role checks into...
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Speakers
avatar for Prachi Jamdade

Prachi Jamdade

Developer Advocate, Gravitee
Prachi Jamdade is a Developer Advocate at Gravitee, working at the intersection of developer experience, APIs, AI governance and security. She has worked with multiple startups and shipped global products.
Wednesday June 10, 2026 3:45pm - 4:10pm IST
Scarlet 1
  Security Identity + Trust

4:10pm IST

Why Agents Make Different Decisions With the Same Tools - Jyoti Bisht & Animesh Pathak, Harness; Aditya Oberai, Appwrite
Wednesday June 10, 2026 4:10pm - 4:35pm IST
Scenario: Deploy an agent to production. Works 90% of time in testing. Month later: Claude model updates. Success rate drops to 70%. Why? Model change altered how tools are ranked. You can't see this. You have no control. Your agent silently degraded. This talk identifies sources of divergence: Temperature/sampling: Agent with temp 0.7 calls Salesforce 60% of time. Temp 0 calls it 95%. Model...
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Speakers
avatar for Jyoti Bisht

Jyoti Bisht

Senior DevRel Engineer, Harness
Jyoti Bisht is a Senior Developer Relations Engineer specializing in Cloud Cost Management and FinOps. She focuses on improving developer experience through platform design, internal tooling, and community engagement. She has also spoken at DevRelCon on gamifying documentation to... Read More →
avatar for Aditya Oberai

Aditya Oberai

Developer Relations Lead, Appwrite
Aditya Oberai is the Developer Relations Lead at Appwrite and an avid tech community and hackathon enthusiast. Having worked with various technologies such as APIs, web apps, cloud computing, etc., he has spent the last 6 years empowering tech communities and is a Microsoft MVP awardee... Read More →
avatar for Animesh Pathak

Animesh Pathak

DevRel Engineer, Harness
Animesh Pathak is a Developer Relations Engineer with a strong focus on Database DevOps, APIs, testing, and open-source innovation. Currently at Harness, he plays a key role in building and evangelizing scalable DBDevOps workflows, bridging the gap between developers and data teams... Read More →
Wednesday June 10, 2026 4:10pm - 4:35pm IST
Scarlet 2&3

4:10pm IST

Building Rich AI-Native UI for Agentic Interactions Using MCP Apps - Ashita Prasad, AWS
Wednesday June 10, 2026 4:10pm - 4:35pm IST
AI Agents are getting smarter with each passing day. But, their interfaces? Not so much. But, what if there is a way to turn the AI chat from a place where you converse into a place where you can actually work? MCP Apps offer a solution to go beyond the text and standardize how MCP servers can deliver rich, bidirectional UI components like dashboards, forms, interactive visualizations & more....
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Speakers
avatar for Ashita Prasad

Ashita Prasad

SDE / Developer Advocate, AWS
Ashita works as a developer advocate at AWS with a strong focus on frontend and AI technologies. With 10+ years of experience in full stack development, she is passionate about building impactful products and equally loves empowering & engaging with fellow developers in the commu... Read More →
Wednesday June 10, 2026 4:10pm - 4:35pm IST
Convention Hall
  Building with MCP

4:10pm IST

When Agents Get SSH Keys: Securing Distributed AI Fleet With MCP - Mradul Dubey, ApraLabs
Wednesday June 10, 2026 4:10pm - 4:35pm IST
Agent security discussions focus on prompt injection and sandboxing. But when agents operate on real infrastructure - pushing to Git, executing code via SSH, starting cloud instances - every machine in the fleet carries its own keys, tokens, and credentials, multiplying the risk. This talk presents the security architecture of apra-fleet, an open-source (Apache 2.0) MCP server that orchestrates...
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Speakers
avatar for Mradul Dubey

Mradul Dubey

Senior Software Developer, ApraLabs
Mradul is a developer at Apra Labs with over 8 years of experience in ML, edge AI and computer vision. At Apra Labs, he works across the stack from embedded inference to cloud infrastructure. A natural skeptic, his recent focus has shifted to agentic AI - he co-architects to apra-fleet... Read More →
Wednesday June 10, 2026 4:10pm - 4:35pm IST
Scarlet 1
  Security Identity + Trust

4:40pm IST

Afternoon Break
Wednesday June 10, 2026 4:40pm - 5:10pm IST

Wednesday June 10, 2026 4:40pm - 5:10pm IST
Convention Hall Foyer

5:15pm IST

The MCP Has No Clothes: What Most Benchmarks Miss About Real MCP Servers - Arnav Balyan, Concierge AI
Wednesday June 10, 2026 5:15pm - 5:40pm IST
As MCPs mature, a gap emerges between benchmark performance and production behaviour: 1. Servers are tested in isolation, however in production they run alongside 100s of other servers, which affects tool selection. Typical evaluation frameworks are unable to reproduce this scale. 2. Single tool calls cannot test workflow compliance (the order and dependency of tool calls across multi step...
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Speakers
avatar for Arnav Balyan

Arnav Balyan

CEO, Concierge AI
Founder of Concierge AI. Ex-Uber building MCP systems at scale. Concierge AI manages 400+ public MCP deployments, Arnav focuses on MCP tool complexity and researches token overhead reduction at scale.
Wednesday June 10, 2026 5:15pm - 5:40pm IST
Convention Hall
  Building with MCP

5:15pm IST

Where MCP Ends and A2A Begins: and Why That Seam Is Breaking Your Agents - Arushi Garg, Adobe & MV Shiva, Google
Wednesday June 10, 2026 5:15pm - 5:40pm IST
Everyone's heard the AAIF framing: MCP handles agent-to-tool, A2A handles agent-to-agent. Clean in theory. In practice, every multi-agent system lives at the boundary of both, and that boundary has no standard. Context gets dropped. Errors go silent. A state that survived an entire A2A task lifecycle vanishes the moment it crosses into an MCP tool call. Nobody is talking about this publicly. This...
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Speakers
avatar for MV Shiva

MV Shiva

SWE, Google

avatar for Arushi Garg

Arushi Garg

SDE-2, Adobe
Arushi Garg is an AI Engineer and researcher focused on building intelligent, scalable, and autonomous AI systems. At Adobe, she works on AI-driven backend solutions and cloud-native architectures with expertise in Kubernetes, MCP-based systems, AI agents, and distributed AI workflows... Read More →
Wednesday June 10, 2026 5:15pm - 5:40pm IST
Scarlet 2&3
  MCP Protocol in Depth
  • Audience Experience Level Any

5:15pm IST

Beyond Containers: Sandbox Architecture for MCP Tool Execution at Scale - Vikram Vaswani, Self Employed - Consultant
Wednesday June 10, 2026 5:15pm - 5:40pm IST
MCP gives us a clean abstraction for agents calling tools. But it doesn't talk about security: what if the tool does bad things? For read-only tools returning structured data, a shared-kernel container is fine. For the growing class of MCP servers exposing code execution, the attack surface that produced CurXecute (CVE-2025-54135 and CVE-2025-59944), containers are the wrong primitive, because a...
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Speakers
avatar for Vikram Vaswani

Vikram Vaswani

Developer Advocate, Self Employed - Consultant
Vikram Vaswani is a developer advocate, open source consultant, and technical author with 20+ years of experience helping teams adopt and scale open source technologies. He is the author of seven books published by McGraw-Hill and Pearson, with translations in multiple languages... Read More →
Wednesday June 10, 2026 5:15pm - 5:40pm IST
Scarlet 1
  Security Identity + Trust

5:40pm IST

Managing Token Usage in MCP Servers Using Code Mode - Bhumika Satpathy, Google
Wednesday June 10, 2026 5:40pm - 6:05pm IST
As the ecosystem for the Model Context Protocol (MCP) expands, developers are hitting a familiar wall: token bloat. While MCP provides a powerful standardized interface for LLMs to interact with external data, the "context tax" of verbose tool definitions and massive data payloads can quickly degrade performance and spike costs. To build production-ready agents, we must move beyond basic...
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Speakers
avatar for Bhumika Satpathy

Bhumika Satpathy

Senior Software Engineer, Google
I am a Senior Software Engineer at Google and have been working with the MCP Platform team which helps to ease out creation and deployment of MCP Servers for developers within Google. We have solved multitude of challenges that users have faced and explored multiple techniques in... Read More →
Wednesday June 10, 2026 5:40pm - 6:05pm IST
Convention Hall
  Building with MCP

5:40pm IST

Multilingual MCP: Making Tool Calling Work for the Next Billion Users - Samyuktha Mohan Alagiri, IBM
Wednesday June 10, 2026 5:40pm - 6:05pm IST
MCP's tool schema, server descriptions, and routing logic are overwhelmingly designed around English. That assumption quietly breaks when you build for users in Hindi, Tamil, Kannada, or Bengali. This talk is a ground-up look at where MCP falls short for Indic language users and what it takes to fix it. The specific failure modes covered include: intent ambiguity in tool selection when queries...
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Speakers
avatar for Samyuktha M S

Samyuktha M S

Software Developer, IBM
Samyuktha is a Software Developer at IBM India Software Labs who loves building things that actually work in production, from voice agents and multilingual multi-agent pipelines to self-healing infrastructure using MCP, LangGraph, Claude, and Qdrant. A 13x hackathon winner including... Read More →
Wednesday June 10, 2026 5:40pm - 6:05pm IST
Scarlet 1

5:40pm IST

Extending MCP: Writing Custom Protocol Extensions Without Breaking Compatibility - Saurabh Mishra, Optum/UnitedHealthGroup
Wednesday June 10, 2026 5:40pm - 6:05pm IST
MCP's real power lies not just in what it defines, but in what it leaves room for. As teams push MCP into production, the need to add custom capabilities streaming responses, domain-specific metadata, proprietary auth flows runs headfirst into the risk of breaking existing clients and servers. This talk walks through the practical discipline of extending MCP without fracturing compatibility: how...
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Speakers
avatar for Saurabh Mishra

Saurabh Mishra

Lead DevOps Engineer, Optum (UnitedHealthGroup)
Saurabh Mishra is a Cloud Evangelist and architect dedicated to high-level automation and DevOps excellence. He actively engages with the global tech community, sharing insights on cloud-native technologies, security best practices and multi-cloud strategies.As an experienced speaker and mentor... Read More →
Wednesday June 10, 2026 5:40pm - 6:05pm IST
Scarlet 2&3
  MCP Protocol in Depth

6:05pm IST

Why We Built a CLI Instead of an MCP Server for Jupyter Notebooks — and What We Learned - Lahari Chowtoori, AWS
Wednesday June 10, 2026 6:05pm - 6:30pm IST
Jupyter notebooks are essential for AI agents, yet the .ipynb JSON format is token-heavy and fragile for LLM manipulation. While an MCP server seemed like the obvious solution, we instead built nb—an open-source Rust CLI designed for agentic workflows. This talk explores the design decisions behind nb and our move away from standard tool schemas: - The Sentinel Format: Why line-oriented @@cell...
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Speakers
avatar for Lahari Chowtoori

Lahari Chowtoori

Technical Program Manager, AWS
Lahari Chowtoori is an AI enthusiast and Technical Program Manager at AWS, focusing on open source, Machine Learning, and Artificial Intelligence. With a background in Data Science and Machine Learning, she is passionate about democratizing AI knowledge and fostering community collaboration.She... Read More →
Wednesday June 10, 2026 6:05pm - 6:30pm IST
Scarlet 2&3
  Agent Architecture + Orchestration
  • Audience Experience Level Any

6:05pm IST

Why Our AI Agent Couldn't Scale Without MCP — and How We Built It - Para Hitesh & Mohit Jichkar, Red Hat
Wednesday June 10, 2026 6:05pm - 6:30pm IST
Building an AI sales assistant means pulling data from everywhere , Salesforce for accounts, Snowflake for product catalogs, and internal KBs for pricing. We started by hardcoding each integration into the agent. It worked until every new data source meant rewriting agent code, duplicating auth logic, and redeploying everything. Tool definitions were tightly coupled, making it impossible to evolve...
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Speakers
avatar for Mohit Jichkar

Mohit Jichkar

Senior Data Scientist, Red Hat
Mohit Jichkar is a Senior Data Scientist at Red Hat, where he builds AI-powered solutions. He has 7+ years of experience working across data science, machine learning, and AI. He has an M.Tech in Data Science and Engineering from BITS Pilani. He holds several US patents in AI based... Read More →
avatar for Para Hitesh

Para Hitesh

Senior Data Scientist, Red Hat
Hitesh Para is a Senior Data Scientist at Red Hat, where he builds AI-powered solutions . Prior to Red Hat, he spent over 4 years at Genpact specializing in NLP and Generative AI solutions. Hitesh holds a Google Professional Machine Learning Engineer certification, has published research... Read More →
Wednesday June 10, 2026 6:05pm - 6:30pm IST
Convention Hall
  Building with MCP
  • Audience Experience Level Any

6:05pm IST

Your MCP Server Answers Every Call. Should It? - Atulpriya Sharma, Improving
Wednesday June 10, 2026 6:05pm - 6:30pm IST
Your MCP server works. Every tool call executes. But do you know who made that call, whether they were allowed to, and whether it should have required a human to approve it first? Most MCP servers today operate on implicit trust. If an agent can connect, it can run anything - usually without any identity checks, boundaries, or logs. That works in dev. In production, a misconfigured agent or a...
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Speakers
avatar for Atulpriya Sharma

Atulpriya Sharma

Principal Developer Advocate | CNCF Ambassador, Improving
Manual tester turned developer advocate. I talk about Cloud Native, Kubernetes & DevOps to help others adopt cloud native. I also create content – blog posts, webinars – & host Twitter spaces and strongly believe in collaborative learning and growth.

In addition, I'm also a CNCF Ambassador and the organizer of CNCF Hyderabad. When I am not working, I’m a food & travel blogger & love exploring eateries & going on road trips. You can find me at @TheTechMaharaj on Twitter... Read More →
Wednesday June 10, 2026 6:05pm - 6:30pm IST
Scarlet 1
  Security Identity + Trust
  • Audience Experience Level Any
 
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