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June 14-15, 2026
Mumbai, 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 Mumbai 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.


Audience: Yes clear filter
Sunday, June 14
 

10:00am IST

Workshop: Building scalable, edge-native, production-grade MCP tools with RUST - Rajesh Sola, KPIT
Sunday June 14, 2026 10:00am - 11:00am IST
The emergence of the Model Context Protocol is transforming how AI agents interact with tools, data, and real-world systems. However, most early MCP implementations rely on high-level runtimes that are not well-suited for embedded and resource-constrained edge environments. This session explores how RUST enables a new class of high-performance, memory-safe MCP servers designed specifically for Embedded Linux–powered edge devices.

In this tutorial, I'll walk through building a lightweight MCP server, bridging physical data sources into LLM-readable formats, enabling intelligent agents to reason over live edge data using Rust.

- Why MCP for Edge AI Systems?
- Why RUST?
- Building simple server using rmcp and testing with a client
- Bridging physical word e.g. Sensors, Telemetry, File Systems and structuring LLM-readable context, data pipelines
- High-performance Edge MCP Runtime - Async & Concurrency Models for scalable communication (MQTT, HTTP, gRPC etc.)
- Observability, tracing & Debugging
- Bring MCP in Agent loop, Using Rig for orchestration
- Deploying to target board, cross compilation steps
- Case Study: Building an Edge MCP Agent, e.g. Telemetry and Diagnostics
Speakers
avatar for Rajesh Sola

Rajesh Sola

Education Architect, KPIT Technologies Ltd
Rajesh is working as an Education Architect at KPIT technologies Ltd. He is currently focusing on technical competency building for middleware technologies and connected vehicle solutions. He has 20 years of experience with core focus on Modern Programming, System Design, Embedded... Read More →
Sunday June 14, 2026 10:00am - 11:00am IST
Lotus 3 (Level 3)
  Building with MCP

11:30am IST

Workshop: Beyond RAG: Building a Context Engine for Multi-Agent Systems Using MCP - Saradindu Sengupta, Lytx Inc
Sunday June 14, 2026 11:30am - 12:30pm IST
**Space Limited - First Come, First Served.  Please bring a fully charged laptop to the workshop**

As agentic systems evolve from single-step tasks to orchestrated workflows, maintaining structured, evolving context becomes a core engineering challenge. While Retrieval-Augmented Generation (RAG) improves access to information, most implementations treat the knowledge source as a static, read-only repository, making it difficult to capture relationships, causality, and decision history across sessions.

This hands-on workshop focuses on operationalising a context engine using MCP—showing how to build a system where agents can read, write, and reason over shared structured context.

Participants will work through a guided implementation to:

* Design a minimal context graph schema for a real-world workflow.
* Ingest and normalise data into a structured representation.
* Expose the context layer via MCP servers.
* Enable agents to query and update context through MCP tools.
* Persist reasoning state across sessions and agent boundaries.

By the end of the session, attendees will have built a working foundation for a context engine and understand how to evolve it into a shared context layer for multi-agent orchestration.
Speakers
avatar for Saradindu Sengupta

Saradindu Sengupta

ML Engineer, Lytx Inc., Lytx Inc
I am working at Lytx Inc. as an ML Engineer, where my primary area of work is building ML inference platforms focusing on video analytics and a visual language model. I have over 6 years of professional experience in building ML systems from the ground up since finishing my master's... Read More →
Sunday June 14, 2026 11:30am - 12:30pm IST
Lotus 2 (Level 3)
  Agent Architecture + Orchestration
  • Audience Experience Level Advanced
  • Session Slides Yes

11:30am IST

Workshop: Building Production-Ready MCP Servers: Lessons From an Open Source Template - Abhishek Kumar & Deepak Koul, Red Hat
Sunday June 14, 2026 11:30am - 12:30pm IST
**Space Limited - First Come, First Served.  Please bring a fully charged laptop to the workshop**

Most MCP tutorials stop at "hello world." This session goes further. We will walk through how we built a production-grade, open source MCP server template at Red Hat, covering FastMCP + FastAPI integration, multiple transport protocols (HTTP, SSE, streamable-HTTP), OAuth with PostgreSQL token storage, structured logging, and OpenShift deployment manifests. Attendees will leave with a clear mental model of what it actually takes to go from a local MCP prototype to something you can run in production on Kubernetes. We will also share the design decisions we made, the mistakes we avoided, and how developers can use this template as a starting point for their own MCP servers.
Speakers
avatar for Deepak Koul

Deepak Koul

Senior Engineering Manager, Red Hat

Likes to ideate, build and talk about AI
avatar for Abhishek Kumar

Abhishek Kumar

Architect, Red Hat
Architect & Technical Lead at Red Hat with 15+ years in backend, distributed systems, and cloud-native tech. Currently building Agentic AI solutions using MCP, AI agents, and intelligent data platforms. Works across Java, Python, AWS, Quarkus, and OpenShift. Passionate about open... Read More →
Sunday June 14, 2026 11:30am - 12:30pm IST
Lotus 3 (Level 3)
  Building with MCP
  • Audience Experience Level Any
  • Session Slides Yes

2:05pm IST

Welcome & Opening Remarks - Angie Jones, VP Developer Experience, Agentic AI Foundation
Sunday June 14, 2026 2:05pm - 2:15pm IST

Speakers
avatar for Angie Jones

Angie Jones

VP of Developer Experience, Agentic AI Foundation
Angie Jones is the VP of Developer Experience at the ​Agentic AI Foundation

An award-winning educator and international keynote speaker, Angie shares her extensive knowledge with software companies and conference audiences worldwide.

As a Master Inventor, Angie is recognized for her innovative, out-of-the-box thinking, which has led to 27 patented inventions in virtual worlds, collaboration software, social networking, smarter planet initiatives, and software development processes... Read More →
Sunday June 14, 2026 2:05pm - 2:15pm IST
Lotus 1 (Level 3)
  Keynote Sessions
  • Audience Experience Level Any
  • Session Slides Yes

2:15pm IST

Keynote: Who Keeps It Open? The Story Behind the Agentic AI Foundation, and the Future We're Building - Manik Surtani, CTO Agentic AI Foundation
Sunday June 14, 2026 2:15pm - 2:25pm IST
18 months ago, Block open-sourced an agent framework called Goose. Community grew quickly,  faster than I ever expected. Then the community came back with a question I didn't have a good answer to: who keeps this open?
This is the story of chasing that answer - how it led to a foundation co-founded by fierce rivals, why nearly two hundred companies have since joined, and what we've learned about open along the way. Because open, on its own, doesn't stay open; we've seen that movie before, and the agentic layer raises the stakes higher than anything that came before it.
It's also a look forward - to the future we're building toward, where agents from any vendor can find each other, trust each other, and transact on rails no single company, or government, can ever pull out from under us. The agentic layer is still being shaped. This talk is about how we keep it open, and how you can help, while it's still ours to shape.
Speakers
avatar for Manik Surtani

Manik Surtani

CTO, Agentic AI Foundation

Sunday June 14, 2026 2:15pm - 2:25pm IST
Lotus 1 (Level 3)
  Keynote Sessions
  • Audience Experience Level Any
  • Session Slides Yes

2:30pm IST

Keynote: Extending Goose: Building an AI Teammate for 
Open Source - Abhijay Jain, Maintainer, Contributor & Grant Recipient, AAIF Goose
Sunday June 14, 2026 2:30pm - 2:40pm IST
Goose is an open-source AI agent that can be extended through integrations, tools, and community-driven projects. In this talk, I'll share my journey working with Goose, explore how its capabilities can be extended through community-driven projects, highlight examples from the Goose ecosystem, and discuss the development of GooseBot as one approach to bringing AI agents closer to developer communities. Along the way, I'll cover lessons learned from building in the open and why extensibility is key to the future of open-source AI agents.
Speakers
avatar for Abhijay Jain

Abhijay Jain

Maintainer & Contributor, AAIF Goose, AAIF Goose
I’m Abhijay Jain, an open-source developer and FOSS enthusiast with experience across developer tooling, Bitcoin infrastructure, AI products, and modern web technologies.

Over the years, I’ve contributed to global open-source programs and organizations including the Linux Foundation, Google summer of code, Block, UnternehmerTUM, and several community-driven ecosystems. I started my open-source journey as an LFX mentee with Open Horizon (IBM open... Read More →
Sunday June 14, 2026 2:30pm - 2:40pm IST
Lotus 1 (Level 3)
  Keynote Sessions
  • Audience Experience Level Any
  • Session Slides Yes

2:40pm IST

Keynote: The Foundation for Agentic AI Interoperability - David Nalley, Director of Developer Experience, Amazon Web Services
Sunday June 14, 2026 2:40pm - 2:50pm IST

Speakers
avatar for David Nalley

David Nalley

Director, Developer Experience, AWS
David Nalley is Director of Developer Experience at Amazon Web Services (AWS), where he leads efforts to improve how developers interact with AWS services and technologies. He brings over two decades of experience in technology to his role.
Nalley previously served as President of... Read More →
Sunday June 14, 2026 2:40pm - 2:50pm IST
Lotus 1 (Level 3)
  Keynote Sessions
  • Audience Experience Level Any
  • Session Slides Yes

2:55pm IST

Keynote: From Shadow IT to Scale: The MCP Adoption Journey, Shannon Williams, President, Obot AI
Sunday June 14, 2026 2:55pm - 3:05pm IST

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 →
Sunday June 14, 2026 2:55pm - 3:05pm IST
Lotus 1 (Level 3)
  Keynote Sessions
  • Audience Experience Level Any
  • Session Slides Yes

3:20pm IST

Building Rich AI-Native UI for Agentic Interactions Using MCP Apps - Ashita Prasad, AWS
Sunday June 14, 2026 3:20pm - 3:45pm 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. These components are rendered securely and natively within AI hosts, enabling agents to interact with users via rich interactive interfaces.

In this session, attendees will learn:
- Core architectural patterns from real MCP Apps development
- How to handle sandboxed host–server communication, manage state synchronization, stream real-time updates, handle async tasks, & add multiplayer collaboration
- How to leverage context and persist memory across conversations
- How to avoid some common pitfalls and utilize debugging workflows and tools
- How to add authentication & deploy a remote MCP Server providing MCP Apps

We will walk through a complete, production-style Sales Analytics MCP Apps and perform a code deep-dive to showcase the effective foundational patterns while building MCP Apps.
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 →
Sunday June 14, 2026 3:20pm - 3:45pm IST
Lotus 1 (Level 3)
  Building with MCP

3:20pm IST

The Illusion of Idempotency: Why MCP Actions Aren’t as Safe as You Think - Prerit Munjal, Groupon
Sunday June 14, 2026 3:20pm - 3:45pm IST
We design MCPs assuming idempotency, apply the same action twice nothing changes, reconcile repeatedly, and state is declarative.

But in reality, most MCP actions are only partially idempotent, because beneath the abstraction external systems mutate independently, side effects escape the control plane, ordering of operations matters, and “same input” doesn’t always mean “same result”. At scale, MCPs rely on many things like reconciliation loops, declarative APIs, retry-based execution.

We’ll unpack how MCPs unintentionally, violate idempotency through hidden side effects, depend on ordering guarantees that don’t exist, produce divergent states under retries, mask unsafe operations behind “safe” abstractions. This isn’t a talk about retries or Kubernetes patterns. There are no controller frameworks, just a deeper examination of why MCPs aren’t as safe as we assume, and how to design them with fewer hidden risks.

Because the most dangerous systems aren’t the ones that fail.
They’re the ones you believe are safe to retry.
Speakers
avatar for Prerit Munjal

Prerit Munjal

Senior Technical Product Manager, Groupon
Prerit is a Cloud-Native Platform Leader with extensive experience designing and scaling secure, resilient cloud infrastructures. As the former CTO of KubeCloud, he built no-code solutions bridging Cloud, DevOps, and SRE, leading the company to a successful acquisition. Currently... Read More →
Sunday June 14, 2026 3:20pm - 3:45pm IST
Lotus 2 (Level 3)
  MCP Protocol in Depth
  • Audience Experience Level Any
  • Session Slides Yes

3:20pm IST

Who's Calling? Bringing Identity To the MCP Host - Ayesha Dissanayaka, WSO2
Sunday June 14, 2026 3:20pm - 3:45pm IST
The MCP authorization spec gives us a clean OAuth 2.1 story between clients and servers. What it leaves out of scope is the host itself, the AI agent orchestrating the conversation. That's where enterprise deployments quietly break.

An MCP host is not a passive pipe. It accepts requests from users, services, and peer agents, reasons with LLMs, and invokes tools across many servers. Every edge is an identity boundary. Without a first-class host identity, no stable credentials, no verifiable delegation, no independent audit trail, every downstream decision inherits that ambiguity. Who made this tool call? The user? The agent on their behalf? The agent autonomously? Most deployments cannot answer, so they cannot enforce least privilege or satisfy audit.

This talk treats the MCP host as a first-class identity through four disciplines: Administer (lifecycle, credentials), Authenticate (how a host proves itself), Authorize (delegation vs. impersonation, token exchange, actor claims), and Audit (trails that separate agent action from user intent). For each, we'll show what the spec covers, where the gap sits, and which extensions and emerging patterns are converging to close it.
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 →
Sunday June 14, 2026 3:20pm - 3:45pm IST
Lotus 3 (Level 3)
  Security, Identity + Trust

3:50pm IST

Agentless Agents: Replacing Sidecar Observability With eBPF + MCP Tool Chains - Harini Anand, IBM
Sunday June 14, 2026 3:50pm - 4:15pm IST
The dominant observability pattern for AI agents today is layered agents: sidecars, daemon sets, exporters. Each adds blast radius.

This talk proposes flipping the model, using eBPF for zero-agent kernel telemetry, exposing it via MCP, and letting the LLM itself do the orchestration across tool calls.

I'll demo a concrete multi-tool MCP interaction: an LLM receives "why is this service slow?", autonomously calls get_recent_process_execs, correlates with get_active_connections, and follows up with get_high_syscall_latency, forming a causal chain from kernel truth to natural language diagnosis. No pre-scripted runbook. No human in the loop.

The talk goes deep on failure modes specific to this architecture: tool-call loops triggered by ambiguous latency signals, hallucination risk when eBPF data is sparse, and retry/fallback strategies when kernel probes detach under load.

We'll also cover how to design MCP tool responses that constrain LLM reasoning toward actionable conclusions, not just open-ended exploration.

Attendees leave understanding how to architect kernel-aware agentic systems that are genuinely production-safe.
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 →
Sunday June 14, 2026 3:50pm - 4:15pm IST
Lotus 2 (Level 3)
  Agent Architecture + Orchestration

3:50pm IST

SEO for Agents: Why No Other Agent Will Pay Yours (Yet) - Manav Agarwal, AgentProof
Sunday June 14, 2026 3:50pm - 4:15pm IST
56,000+ MCP servers are listed across mcp.so, Smithery, Glama, and PulseMCP. But how do you know which ones actually work?

I independently mapped 4 major MCP directories and tested 65+ servers across Research, Code, and Finance categories. The results expose a critical trust gap.

Each directory measures something different — none measure what matters most:
- mcp.so (19.5K servers): Zero quality signals
- Smithery (4.4K): Tracks uptime, not output quality
- Glama (21K): Grades code quality, not correctness
- PulseMCP (11K): Tracks popularity only

Key findings I'll share:

1. Quality collapse at scale — Developer Tools has 8,800 servers but only ~12 are consistently good (0.1% quality rate)

2. The Finance/Payments desert — 74 Finance servers out of 19,557 (0.4%). Fewer than 8 support agent-to-agent payments across 14 protocols I analyzed

3. A practical framework for MCP server trust — beyond code grades to actual output quality assessment

This is independent research, not a product pitch. Full dataset and methodology shared openly.

Attendees leave with the first cross-directory quality analysis of the MCP ecosystem and a framework for evaluating servers.
Speakers
avatar for Manav Agarwal

Manav Agarwal

Senior Product Manager | Engineer, Dream11 | DreamStreet
An engineer drawn less to building features than to questioning the foundations systems rest on — the invisible layer of trust, payments, and reputation that quietly decides whether strangers ever cooperate. That instinct has carried him from the plumbing of agentic commerce (he's... Read More →
Sunday June 14, 2026 3:50pm - 4:15pm IST
Lotus 1 (Level 3)
  Security, Identity + Trust

5:20pm IST

The State Sidecar: Solving the MCP Stateless Paradox - Joval Kuruvila, Caze Labs Private Limited & Advaith Sanil Kumar, Caze Labs
Sunday June 14, 2026 5:20pm - 5:45pm IST
There is a fundamental contradiction at the heart of production deployments for the Model Context Protocol (MCP). Conceptually, MCP sessions are stateful: they establish connections, negotiate capabilities, and persist context. However, modern deployment environments—like Kubernetes horizontal scaling, serverless functions, and AWS Bedrock AgentCore—are inherently stateless.

The current ecosystem advice is simply to "externalize your state," but there is no standardized infrastructure for doing this natively within MCP. Developers are forced to build ad hoc memory management using custom Redis wrappers or brittle in-memory dictionaries.

This session introduces the State Sidecar pattern: a dedicated MCP server whose sole responsibility is to store, manage, and retrieve agent workflow state. Instead of building custom database connectors, any agent can call the sidecar via standard MCP tool calls to persist intermediate results, track task progress, and maintain context summaries.
Speakers
avatar for Advaith Sanil Kumar

Advaith Sanil Kumar

AI Intern, Caze Labs | Student, PES University and IIT-Madras, Caze Labs Private Limited
Advaith Sanil Kumar is an AI researcher and developer focused on building intelligent, context-aware systems. Currently an AI Intern at Caze Labs and contributor to open-source MCP ecosystem efforts under the Linux Foundation, he works on LLM testbeds, agentic systems, and prompt... Read More →
avatar for Joval Kuruvila

Joval Kuruvila

Software Engineer, Caze Labs Private Limited
Joval Kuruvila is a Bengaluru-based AI/LLM Engineer with 2 years of experience building production-grade GenAI systems. Currently at Caze Labs Pvt Ltd, he specializes in agentic workflows (LangGraph), RAG pipelines, and real-time conversational AI. A B.Tech graduate, open-source contributor... Read More →
Sunday June 14, 2026 5:20pm - 5:45pm IST
Lotus 1 (Level 3)
  Agent Architecture + Orchestration

5:20pm IST

Scaling AI: gRPC as Transport Backbone for Enterprise MCP - Pawan Bhardwaj, Google
Sunday June 14, 2026 5:20pm - 5:45pm IST
The Model Context Protocol (MCP) is rapidly becoming the standard for connecting LLMs to data sources and tools. However, as organizations move from local experimentation to global production, the default JSON-RPC over HTTP transport hits a "scale ceiling."

gRPC is already establish as a go to library for transport for enterprise services as it provide high throughput and better performance using protobuf and HTTP/2. gRPC has Service Mesh Integration, Observability, Enterprise security and many more features, which can be leveraged by the MCP Server and Clients.

This session show case a demo of using MCP with gRPC transport.
Speakers
avatar for Pawan Bhardwaj

Pawan Bhardwaj

Senior Software Engineer, Google
As a senior software engineer specializing in gRPC within Google's open source team, my focus lies in enhancing the performance and usability of networking systems for applications. My previous experience includes working with Cumulus Linux and Cisco NxOS on network forwarding pl... Read More →
Sunday June 14, 2026 5:20pm - 5:45pm IST
Lotus 2 (Level 3)
  MCP Protocol in Depth

5:20pm IST

Closing the AuthZ Gap in MCP: Policy-Driven Tool Invocation Control - Oshi Gupta, Infracloud Technologies - An Improving Company & Sonali Srivastava, Improving
Sunday June 14, 2026 5:20pm - 5:45pm IST
MCP tools give AI agents direct access to external services - production databases, internal APIs, third-party platforms. But most teams deploying MCP today have no answer to a simple question: who authorized that tool call?

MCP has made remarkable strides in standardizing agent-to-tool connectivity - but AuthN and AuthZ at the tool invocation layer remain an open problem. Tool calls are dynamic and runtime-driven; static Kubernetes RBAC has no vocabulary for per-tool, per-agent, or per-parameter enforcement. There is no native spec primitive to say "only this agent can call this tool."

In multi-tenant environments this gets worse - one misconfigured agent can invoke tools across tenant boundaries and nobody finds out until the damage is done. Teams filling this gap today are relying on custom middleware, app-level checks, or nothing at all.

This talk explores where MCP's authorization model falls short and how policy-as-code closes the gap - with Kyverno as one strong implementation path. The session walks through real ClusterPolicy configurations, multi-tenant isolation patterns, and hard-won lessons from tuning enforcement without breaking production agents.
Speakers
avatar for Oshi Gupta

Oshi Gupta

Site Reliability Engineer, Improving Pune (Infracloud)
Oshi Gupta works as a Site Reliability Engineer at Improving Pune (Infracloud). She is a CNCF Kubestronaut , AWS Solutions Architect-Associate certified and LFX mentee for CNCF Kyverno.
avatar for Sonali Srivastava

Sonali Srivastava

Senior Developer Advocate, Improving
Sonali Srivastava is a Senior Developer Advocate at Improving, Co-chair KubeCon India 2026, and Co-organizer CNCF Women in Cloud Native. With experience across system administration, open source contribution and developer advocacy, she focuses on bridging gap between developers and... Read More →
Sunday June 14, 2026 5:20pm - 5:45pm IST
Lotus 3 (Level 3)
  Security, Identity + Trust
  • Audience Experience Level Any
  • Session Slides Yes

6:20pm IST

The Coordination Tax: Why Your MCP Multi-agent System Degrades at Scale, and How To Fix It - Rudra Kushwah & Jay Shukla, Indian Institute of Information Technology, Nagpur; Shivaprasad Gowda, Indian Institute of Technology Roorkee; Krishna Padia, Shri Vil
Sunday June 14, 2026 6:20pm - 6:45pm IST
Multi-agent MCP systems work beautifully in staging. They fail in production. We learned this the hard way: three agents, nine tools, accuracy that quietly degraded under real load, and a job that blew past its token budget before anyone noticed.

We weren't alone. Google DeepMind and MIT's December 2025 paper "Towards a Science of Scaling Agent Systems" measured up to 17× error amplification in naive multi-agent setups and found coordination yields negative returns past a saturation threshold. Separate work (MAFBench, 2025) shows framework design choices alone can cut planning accuracy by 30% and collapse coordination success from over 90% to under 30%. Most MCP deployments hit this wall and misdiagnose it as a model problem.

This talk walks through three failure modes - Infinite Loop, False Consensus, Silent Fallback with message traces, token costs, and detection times. We then introduce the "topology contract": a lightweight JSON schema embedded in MCP server metadata, compatible with the 2026 Server Cards roadmap. Additive to the spec, zero protocol changes.

Attendees leave with a reproducible benchmark suite and a schema they can adopt in an afternoon.
Speakers
avatar for Jay Shukla

Jay Shukla

AI System Developer, Indian Institute of Information Technology, Nagpur
Jay Shukla is a CSE (AI/ML) student at IIIT Nagpur and a Research Intern at SVNIT Surat, working on energy time forecasting using deep learning. He is skilled in Python, TensorFlow, and Generative AI, and is also exploring Reinforcement Learning, with experience in building AI models... Read More →
avatar for Krishna Padia

Krishna Padia

BTech Student (Computer Engineering), SVKM’s SBM Polytechnic & COE
Krishna Padia is a Computer Engineering student with a strong interest in technology, problem-solving, and innovation. She enjoys exploring new ideas and applying logical thinking to real-world challenges. With a curious mindset and a drive to learn, she actively engages in activities... Read More →
avatar for Rudra Pratap Singh

Rudra Pratap Singh

AI Systems Developer, Indian Institute of Information Technology, Nagpur
Rudra Pratap Singh is a CSE (AI/ML) student at IIIT Nagpur, Intern at Truxt.ai and Research Intern at IIT Mandi, working on medical imaging with deep learning. Skilled in Python, TensorFlow, and GenAI, he has built impactful AI systems and led hackathons, mentoring 60+ students.
avatar for Shivaprasad Gowda

Shivaprasad Gowda

Research Intern, Indian Institute of Technology Roorkee
Research Intern at IIT Roorkee (Prof. Sparsh Mittal). Second-year undergrad at IIIT Nagpur. Independent research on Destructive Rank Collapse in deep networks. Built a financial documents GenAI solution at scale. Experience in LiDAR 3D perception, synthetic EEG generation, and multi-GPU... Read More →
Sunday June 14, 2026 6:20pm - 6:45pm IST
Lotus 2 (Level 3)
  Agent Architecture + Orchestration
  • Audience Experience Level Beginner
  • Session Slides Yes

6:20pm IST

Bringing the Cloud To the Edge — and Keeping the Data There: MCP-Orchestrated On-Device AI With Exe - Akkhil Gupta, deduceTheLogic
Sunday June 14, 2026 6:20pm - 6:45pm IST
The default AI stack today ships user data to a cloud endpoint and hopes for the best. But regulations like GDPR, India's DPDP Act, and sector-specific mandates (healthcare, finance, defense) increasingly demand that sensitive data never leave the device or jurisdiction. This talk presents a working architecture that squares the circle: run frontier-class SLMs (Phi-3 Mini, Gemma 2B) locally via Meta's ExecuTorch runtime on Android, while using Anthropic's Model Context Protocol (MCP) as the orchestration layer that decides what runs where, which tools the model can access, and what data governance policies are enforced — all without a single byte of PII hitting an external server.
Speakers
avatar for Akhil Gupta

Akhil Gupta

AI Researcher, AI Researcher
I am a senior technology and AI leader with over 17 years of experience building and scaling large-scale platforms across AI/ML, data engineering, distributed systems, and enterprise product engineering. An AI Researcher where he works at the intersection of AI strategy, platform... Read More →
Sunday June 14, 2026 6:20pm - 6:45pm IST
Lotus 1 (Level 3)
  Building with MCP
  • Audience Experience Level Advanced
  • Session Slides Yes

6:20pm IST

Zero-Trust Execution: Sandboxing MCP Data Agents With WebAssembly - Shuva Jyoti Kar, Palo Alto Networks
Sunday June 14, 2026 6:20pm - 6:45pm IST
The Model Context Protocol (MCP) standardizes context retrieval and tool execution, but granting LLMs access to dynamic execution environments introduces critical runtime vulnerabilities. Traditional containerization (e.g., Docker/containerd) introduces unacceptable latency overhead for sub-second agentic loops, while static IAM/RBAC models fundamentally fail to constrain non-deterministic generated code.

This technical session details the architectural implementation of embedding a WebAssembly (WASM) runtime within an MCP server to enforce a strict, capability-based execution boundary. We will deconstruct how to compile MCP tools to WASM modules and utilize the WebAssembly System Interface (WASI) to ensure that any logic invoked by an LLM is isolated from the host operating system.
Speakers
avatar for SHUVA JYOTI KAR

SHUVA JYOTI KAR

Senior Principal Engineer, Palo Alto Networks
Shuva is a Senior Principal Engineer at Palo Alto Networks architecting secure enterprise AI platforms. He is authoring two upcoming books: Engineering the Data Agent Control Plane (O'Reilly) and Agent Skills in Action (Manning). An open-source contributor and former OpenDaylight... Read More →
Sunday June 14, 2026 6:20pm - 6:45pm IST
Lotus 3 (Level 3)
  Security, Identity + Trust
 
Monday, June 15
 

10:15am IST

Keynote: The Missing Middle: The Shared Infrastructure MCP Needs Before It Hits a Million Servers - Hrittik Roy, vCluster & Aditya Soni, SailPoint
Monday June 15, 2026 10:15am - 10:25am IST
MCP reached infrastructure currency in 13 weeks. CNCF took 13 months. That compression is the problem. The shared plumbing every production MCP deployment now reinvents, because no neutral open implementation exists yet, has to be built in months instead of years.

This talk maps five missing layers of the MCP ecosystem and what each needs before the protocol scales two more orders of magnitude.

1. Discovery federation. One registry lookup does not survive public, private, and vendor registries coexisting.
2. Workload identity for servers. Not user OAuth. Who is this server, who signed it, what is it allowed to do?
3. Observability backbone. OpenTelemetry semantic conventions for MCP are still draft, so every gateway ships its own trace format.
4. Health and reputation signals. When seventeen servers are named github-mcp, which one should an agent trust?
5. Metering and cost attribution. Boring, load bearing, absent from the spec.

For each layer: what exists today, where it breaks at scale, what a minimum viable open implementation needs. Attendees leave with a concrete map of which gaps are urgent, which are deferrable, and which are already being filled.
Speakers
avatar for Aditya Soni

Aditya Soni

CNCF Ambassador, Senior DevOps Engineer, SailPoint
Aditya Soni is a DevOps/SRE tech professional He worked with Product and Service based companies including Red Hat, Forrester Research, Searce, and is currently positioned at SailPoint as a Senior DevOps Engineer. He holds AWS, GCP, Azure, RedHat, and Kubernetes Certifications.He... 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 →
Monday June 15, 2026 10:15am - 10:25am IST
Lotus 1 (Level 3)
  Keynote Sessions

10:40am IST

Keynote: Agents @ Scale: The Platform Mandate - Romin Irani, Developer Advocate, Google
Monday June 15, 2026 10:40am - 10:50am IST
The Model Context Protocol (MCP) has fundamentally revolutionized developer velocity, allowing engineers to build and iterate complex AI agents seamlessly on a local machine. However, when moving these autonomous agents from a local sandbox into a production enterprise environment, organizations hit a sudden architectural ceiling. The local agility that fuels early-stage innovation quickly breaks under the compounding pressure of agentic sprawl, fragmented data integrations, and critical compliance requirements.

This keynote addresses the hidden architectural dimensions required to run enterprise AI agents safely and reliably at scale. Moving past individual agent scripts, we will explore why a centralized, fully managed platform is no longer a luxury, but a core system dependency. We will dive into the four essential pillars—Build, Scale, Govern, and Optimize—with a specific focus on how a managed MCP control plane provides the cryptographically-attested identity, granular gateway policies, and runtime isolation required to cross the chasm from an impressive local prototype to a secure, enterprise-grade AI ecosystem.
Speakers
avatar for Romin Irani

Romin Irani

Developer Advocate, Google
Romin Irani works as a Developer Advocate at Google Cloud. He has over 30 years of experience designing and building systems. He lives and works in Mumbai, India. 
Monday June 15, 2026 10:40am - 10:50am IST
Lotus 1 (Level 3)
  Keynote Sessions
  • Audience Experience Level Any
  • Session Slides Yes

11:30am IST

The Benchmark That Almost Convinced Us MCP Was Wrong - Ravi Madabhushi, Scalekit
Monday June 15, 2026 11:30am - 11:55pm IST
We ran 75 benchmark runs comparing CLI and MCP for identical agent tasks. CLI won every efficiency metric.

For the simplest task like identifying a repo's language — CLI used 1,365 tokens. MCP used 44,026. That's a 32x difference, almost entirely schema overhead: 43 tool definitions injected into every conversation, most never touched.

CLI was also 100% reliable. MCP failed 28% of the time like TCP-level timeouts on a remote server that never responded.

If we'd stopped there: use CLI, skip MCP, move on.

But that benchmark tested one scenario: a single developer automating their own workflow. Not what production agent products look like.

The moment your agent acts as your customer's employees inside their orgs, across services they control — CLI becomes a liability. It inherits your credentials. Can't scope per user, per org, or per action. There'd be no audit trail and no consent as well.

The data is real. CLI is faster, cheaper, simpler. For personal dev tools, use it.

But if you're building a product with data that belongs to someone else, CLI works in demos. You won't catch the problem until a customer asks why your agent touched their Salesforce without asking.
Speakers
avatar for Ravi Madabhushi

Ravi Madabhushi

Cofounder & CTO, Scalekit
Ravi has been building infra for how software talks to other software for more than a decade. He co-founded Pipemonk — a SaaS integration platform acq. by Freshworks (NASDAQ listed) then spent years leading product on Freshworks' auth platform as it scaled to 50K+ businesses and... Read More →
Monday June 15, 2026 11:30am - 11:55pm IST
Lotus 1 (Level 3)
  Building with MCP
  • Audience Experience Level Beginner
  • Session Slides Yes

11:30am IST

Why Most MCP Tools Fail Silently, and How To Measure It - Om Shree, Shreesozo
Monday June 15, 2026 11:30am - 11:55pm IST
Most MCP servers don't break because of bugs. They break because the tool descriptions are too vague for agents to reliably pick the right tool.
Two research papers put numbers to this. A SAIL Research study of 856 tools across 103 MCP servers found 97% have at least one quality defect, 56% don't clearly state what the tool does, 89% give no guidance on when not to use it. A second study of 10,831 servers found that well-written descriptions get selected 260% more often, and fixing them raises task success rates by roughly 6 points.
Working with the Glama founder, I helped develop the Tool Definition Quality Score (TDQS) - an open source framework that scores every MCP tool across six dimensions: Purpose Clarity, Usage Guidelines, Behavioral Transparency, Parameter Semantics, Conciseness, and Contextual Completeness. Each tool gets a 1–5 per dimension with specific feedback on what's missing and why it matters.
This talk covers how TDQS was built, what scoring thousands of real servers revealed, and how server authors can use it to ship tools agents actually invoke correctly. The framework is open source and already live across Glama-hosted servers.
Speakers
avatar for Om Shree

Om Shree

Founder, MCP Consultant & Content Strategist, Shreesozo
I'm the founder of Shreesozo, an AI content studio focused on MCP and agentic AI. I've written 100+ technical pieces for Glama.ai and Gentoro, covering everything from protocol internals to real-world agent deployments. I run MCP Weekly, published on YouTube (1.2K subscribers) and... Read More →
Monday June 15, 2026 11:30am - 11:55pm IST
Lotus 2 (Level 3)
  MCP Protocol in Depth

12:00pm IST

Rethinking Testing for MCP Servers - Puja Jagani, BrowserStack
Monday June 15, 2026 12:00pm - 12:25pm IST
MCP servers introduced a new kind of client: one driven by an LLM. Unlike traditional clients, this one is non-deterministic. It can call tools in unexpected sequences, with unpredictable inputs.

We can’t reliably test how an LLM will call our tools. This makes the MCP server the only component under our control and the one that must be tested rigorously. A well-designed server is a well-tested server.

While reviewing several popular MCP servers, I found that “works correctly” often means testing happy paths and checking that tool descriptions exist.

This talk introduces a practical testing model for MCP servers. Attendees will learn how to treat tool descriptions as functional contracts in their tests, how to design tests that cover real-world and deliberate out-of-order tool call sequences, essentially what an LLM would attempt, and how to validate error channels so that, when things go wrong, the server returns errors that are actually useful for an LLM to recover or respond appropriately. These are practical techniques that can be applied immediately.

The goal is to establish a testing mental model that can keep up with the fast-moving MCP ecosystem.
Speakers
avatar for Puja Jagani

Puja Jagani

Lead of Open Source and Developer Advocacy, BrowserStack
I lead Open Source and Developer Advocacy at BrowserStack, working at the intersection of engineering, community, and product. I’m a core committer and Technical Leadership Committee member for Selenium, collaborating with browser vendors to advance web automation. As a Developer... Read More →
Monday June 15, 2026 12:00pm - 12:25pm IST
Lotus 1 (Level 3)
  Building with MCP
  • Audience Experience Level Beginner
  • Session Slides Yes

12:00pm IST

From Shadow MCP To Sanctioned MCP: Building an Enterprise Agent Governance Program - Navin Pai, StackGen & Archana Rajkumar, SentinelOne
Monday June 15, 2026 12:00pm - 12:25pm IST
MCP has become the de-facto "standard" for exposing the external environment to agents, but security has always been a trailing concern, making a lot of platform teams sweat under the collar. Policy checks and tool-call authentication were tacked on quickly, but are quickly being seen are necessary but not sufficient. This session zooms out from single-agent enforcement to the operational challenge security and platform teams actually face in 2026: dozens of agents, hundreds of MCP server connections, multiple clouds, rogue tool registrations, and no centralized visibility into what's running.

This session presents a multi-stage maturity model for enterprise MCP governance, to help take practitioners from "we have no idea what's running" to "every tool call is governed, audited, and compliant with internal policies", and shows how to build the program incrementally, without boiling the ocean in the process and slowing down developer velocity.
Speakers
avatar for Navin Pai

Navin Pai

Director of Engineering, StackGen
Navin is a Founding Engineer at OpsVerse. You'll often find him on the internet, getting into flamewars about observability, large scale system design, and open source software
avatar for Archana Rajkumar

Archana Rajkumar

Staff Software Engineer, SentinelOne
I am a Staff Software Engineer at SentinenOne, and enjoy working at the intersection of AI, CyberSecurity and DevOps
Monday June 15, 2026 12:00pm - 12:25pm IST
Lotus 3 (Level 3)
  Security, Identity + Trust

12:30pm IST

MCP: The Gateway To Real-Time Human–AI Collaboration in Jupyter at Scale - Piyush Jain, AWS
Monday June 15, 2026 12:30pm - 12:55pm IST
Jupyter Notebooks are critical medium for code, data, and ML, demanding a paradigm shift for AI assistance. With Jupyter's real-time collaboration and cloud-native evolution, it's becoming a powerful portal to a full data platform, beyond mere notebooks.

This session explores MCP as the essential framework for human-AI synergy within this expanded Jupyter ecosystem. Leveraging Jupyter's extensibility, MCP expands its API, opening gateways to services across the entire data, ML, and AI landscape. By extending Jupyter’s real-time collaborative models, MCP enables AI agents to seamlessly co-create alongside human developers. This integration moves beyond traditional AI coding assistance, fostering true parallel work without conflicting edits, eliminating friction and accelerating development.

The speakers will give the live demo showing how MCP provides the blueprint for connecting AI assistance directly with the Jupyter environment, both locally and in the cloud. This empowers builders to redefine human-AI interaction and unlock unprecedented productivity across the entire AI development lifecycle – from data preparation and feature engineering to LLMs fine-tuning and evaluations.
Speakers
avatar for Piyush Jain

Piyush Jain

Principal Engineer, AWS
Piyush Jain is a Principal Engineer at AWS working on Jupyter and Agentic AI. He is a distinguished Jupyter contributor, a member of the Jupyter Server Council and founding member of Jupyter AI Contrib Github Org.
Monday June 15, 2026 12:30pm - 12:55pm IST
Lotus 1 (Level 3)
  Building with MCP
  • Audience Experience Level Any
  • Session Slides Yes

12:30pm IST

Beyond 1:1 Mapping: Designing MCP for Real Enterprise Systems - Naresh Waswani, Simpplr Inc. & Jyoti Notani, Persistent Systems Ltd
Monday June 15, 2026 12:30pm - 12:55pm IST
Many organizations exploring MCP already operate large microservice ecosystems. A common first instinct is to mirror that architecture directly—one microservice becomes one MCP server, and each API becomes a tool. While simple in theory, this often creates too many servers, overlapping tools, poor discoverability, and unnecessary operational complexity.

This session explores how to design MCP boundaries for real enterprise environments instead of copying existing service boundaries. I’ll walk through practical patterns for grouping capabilities, aggregating multiple services behind task-oriented tools, and exposing interfaces optimized for agents rather than internal architecture diagrams.

We’ll also cover how different agents can safely consume shared MCP services, along with key considerations such as ownership, versioning, permissions, observability, and scaling MCP across many teams.

A short demo will show how a well-designed MCP layer can simplify complex multi-service workflows.

If your organization already has dozens or hundreds of services, this session will help you adopt MCP intentionally - without repeating old patterns in a new protocol.
Speakers
avatar for Naresh Waswani

Naresh Waswani

Senior Architect, Simpplr Inc.
Hands-on architect specializing in resilient distributed systems, microservices, event-driven architecture, and cloud-native modernization. AWS User Group Nagpur Leader and 6+ year AWS Community Builder, active in speaking, mentoring, and community building. My recent focus is Generative... Read More →
avatar for Jyoti Notani

Jyoti Notani

Architect, Persistent Systems Ltd
With over 14 years of experience in technology, I have built expertise across solution architecture, cloud platforms, DevOps, Kubernetes, AI-powered platforms, and modern software development practices.Currently, I work as an Architect at Persistent Systems, where I help design and... Read More →
Monday June 15, 2026 12:30pm - 12:55pm IST
Lotus 2 (Level 3)
  Enterprise Adoption + Integration

2:25pm IST

Your MCP Server Is an Attacker's Dream: A Security Playbook From Real-World Assessments - Akash Mahajan, KLOUDLE Inc.
Monday June 15, 2026 2:25pm - 2:50pm IST
MCP servers are quickly becoming the default interface between AI agents and production systems.

This speed has a cost. Most teams shipping MCP servers today are repeating the same security mistakes like overprivileged tool definitions, missing input validation, no transport-layer auth, and blind trust in what the LLM sends downstream.

This talk presents a practical security assessment playbook for MCP servers, built from hands-on penetration testing and security assessments of real MCP deployments.

We'll walk through the three-five most common vulnerability patterns seen in the wild.

- tool poisoning
- permission escalation
- transport misconfiguration
- server-side request forgery through tool arguments

For each vulnerability class, you'll see how the attack works, why it slips past code review, and what the fix looks like in practice.

Attendees will walk away with a repeatable methodology for assessing the security posture of any MCP server before it hits prod. Whether they built it or adopted it.
Speakers
avatar for Akash Mahajan

Akash Mahajan

Founder CEO, KLOUDLE Inc.
Akash Mahajan is the founder and CEO of Kloudle, the security posture layer for the AI software factory. Kloudle helps teams find, prove, and gate security issues across cloud infrastructure, MCP servers, apps, and APIs before agents ship them to production.

Akash has spent 20+ ye... Read More →
Monday June 15, 2026 2:25pm - 2:50pm IST
Lotus 3 (Level 3)
  Security, Identity + Trust

3:55pm IST

The AI-First Device Farm: Exposing Remote Hardware Infrastructure Via MCP - Kalyan Kolachala, SymphonyAI Group India & Vaishali Shetty, GetWell Network (SAI Group)
Monday June 15, 2026 3:55pm - 4:20pm IST
For a geographically distributed Dev and QA team, accessing physical Set-Top Boxes for debugging is a constant bottleneck. By deploying Remote MCP, we transformed our physical STB testing lab into a shared, AI-accessible platform. This talk covers the infrastructure needed to host Remote MCP servers that interface with a fleet of physical devices. We will explore how developers can now use their local AI assistants (like Claude) to securely connect to, setup, and debug remote STBs as if they were sitting on their desks.
Speakers
avatar for Kalyan Kolachala

Kalyan Kolachala

Managing Director and Head of AI, SymphonyAI Group India
Kalyan is a senior engineering leader with experience in delivering world class, enterprise products and platforms involving SaaS, AI/ML, GenAI, Kubernetes, Cloud, and big data. He is currently India MD at SAI Group, a global enterprise AI leader. Worked previously at Intuit and Hitachi... Read More →
avatar for Vaishali Shetty

Vaishali Shetty

Architect - QA, Performance and Observability, GetWell Network (SAI Group)
Vaishali Shetty is a Principal Engineer at GetWell Network (SAI Group) and a Architect specializing in qa, performance, observability, and generative AI. She has held architect roles at Mycom and Hitachi Vantara, and leadership roles at Altisource Labs and Oracle. She designs testing... Read More →
Monday June 15, 2026 3:55pm - 4:20pm IST
Lotus 2 (Level 3)
  Ecosystem, Registries + Platform Infrastructure

4:50pm IST

Sponsored Session: Your Agents don't like to talk to APIs : Building Multi-agent systems with MCPs - Anannya Roy Chowdhury, AWS
Monday June 15, 2026 4:50pm - 5:15pm IST
Modern AI agents struggle not because of reasoning limits, but because of interaction with tools on interfaces designed for humans. In agentic systems, this mismatch leads to incorrect tool selection, redundant calls, increased latency, & weak workflows that fail under real-world conditions. As MCP emerges as a standard for how models connect with tools & applications (LF Events), it provides a path to move from heuristic interactions to structured, contract-driven systems.

Taking a travel customer use case, this talk explores how the MCP redefines agent-tool interaction through schema-based contracts, enabling deterministic execution & reducing ambiguity. We’ll dive into MCP architecture—servers, clients, transports—& demonstrate how standardized tool definitions improve reliability & efficiency in agent workflows. We’ll compare a traditional API-driven approach with an MCP-based design, highlighting measurable improvements in latency, cost, & system behavior.

We’ll also cover production architectures: building MCP-compliant services, scaling them using containerized infrastructure, & implementing observability, security, & governance & failure handling real-world deployments.
Speakers
avatar for Anannya Roy Chowdhury

Anannya Roy Chowdhury

Developer Advocate, AWS
Anannya is an AI Engineer and Architect specializing in Agentic systems, production-grade GenAI, and Responsible AI design. As a GenAI Developer/Advocate at AWS, she works at the intersection of building multi-agent architectures, observability, and real-world AI deployment to—helping... Read More →
Monday June 15, 2026 4:50pm - 5:15pm IST
Lotus 3 (Level 3)
  Building with MCP
  • Session Slides Yes

5:20pm IST

Building an MCP Marketplace: Lessons in Discovery, Versioning, and Trust - Saurabh Mishra, Optum/UnitedHealthGroup
Monday June 15, 2026 5:20pm - 5:45pm IST
This talk shares practical lessons from building a marketplace for MCP servers covering how to design a discovery layer that goes beyond a simple registry, handle versioning without breaking agent workflows, and establish trust signals (author verification, schema validation, sandboxed execution scores) that developers can actually rely on.
Attendees will walk away with concrete patterns for publishing and consuming MCP servers at scale, and an honest look at what breaks when you try to standardize a fast-moving ecosystem.
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 →
Monday June 15, 2026 5:20pm - 5:45pm IST
Lotus 1 (Level 3)
  Building with MCP

5:50pm IST

MCP-Powered Ops: Red Hat Kubernetes MCP & Grafana MCP for Mission-Critical Applications - Rishi Nikhilesh Damerla & Sayantan Karmakar, Motorola Solutions
Monday June 15, 2026 5:50pm - 6:15pm IST
At Motorola Solutions, downtime isn’t just an inconvenience—it’s a public safety risk where lives are at stake. This session explores how we revolutionized incident response for mission-critical applications by moving beyond fragmented tools and alert fatigue. Historically, siloed data across Kubernetes and Grafana led to 45-minute MTTRs and manual context-switching.

We will detail our adoption of the Model Context Protocol (MCP), specifically utilizing Red Hat Kubernetes and Grafana MCP servers to build an AI-assisted operations layer. Learn how this unified context allows an AI agent to correlate metrics with cluster states in seconds, reducing MTTR to under 4 minutes while sustaining 99.99% uptime.

We'll share our production architecture for natural language incident resolution and our "human-in-the-loop" approach that ensures SREs remain in control of all write operations. Attendees will leave with practical guidance on scaling reliability in regulated environments and empowering junior engineers with senior-level operational context. Discover how to turn fragmented data into a mission-critical intelligence amplifier.
Speakers
avatar for Rishi Nikhilesh Damerla

Rishi Nikhilesh Damerla

Manager, Software Engineering, Motorola Solutions
Dynamic Engineering Manager leading CPS Observability teams at Motorola Solutions, specializing in Prometheus, Grafana, Elastic Stack, Kubernetes (GKE/OpenShift/Native), and AI/ML integrations (Vertex AI, Agentic AI workflows). Drives unified observability, SRE excellence, and platform... Read More →
avatar for Sayantan Karmakar

Sayantan Karmakar

Platform Devops Engineer 2, Motorola Solutions
I’m a Platform DevOps Engineer with 8+ years of experience specializing in open-source platforms, cloud-native technologies, and GitOps practices. I’m a Golden Kubestronaut, Red Hat, AWS, Terraform and OCI certified, with hands-on expertise in multiple Cloud Native tools. I’m... Read More →
Monday June 15, 2026 5:50pm - 6:15pm IST
Lotus 3 (Level 3)
  Agent Architecture + Orchestration
  • Audience Experience Level Any
  • Session Slides Yes
 
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