Event Date

2026-05-13T18:00:00.0000000

Exclusive Event

Product Evenings NYC: High Performance Product Management in the Age of LLMs

Join us for an evening with Neeharika Tummala, Product Manager at Amazon, as she explores how product leaders are scaling LLM-powered systems. Neeharika will share how Alexa is evolving from a voice assistant into a more proactive, ambient AI experience.

BrainStation New York
Wed, May 13, 2026
2026-05-13T22:00:00.0000000Z – 2026-05-14T00:00:00.0000000Z

136 Crosby St, 4th Floor, New York City, NY How to get here
$42

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80k+ attendees globally
Learn from industry experts
Live Q&A

Neeharika Tummala

Product Manager

Neeharika Tummala

Product Manager

As AI shifts from reactive tools to ambient systems, product management is becoming more complex. Neeharika Tummala will unpack how to choose models, manage trade-offs, and ensure reliability through observability and tuning. From architecture to user experience, this session explores how PMs can deliver both performance and delight at scale.

Neeharika Tummala

Product Manager

Neeharika Tummala is a Product Manager at Amazon, where she leads initiatives within the Alexa ecosystem focused on Voice AI, Ambient Computing, and Conversational AI. Her work sits at the intersection of complex machine learning infrastructure and user-centric design, specifically tasking LLMs with evolving from simple voice triggers into proactive, "delightful" web-based assistants.

01
The Strategy: Moving from Voice to Ambient Assistant

We will explore the logic of "expert orchestration," moving beyond simple voice commands to a cohesive web-based assistant. Neeharika will discuss some of the foundational challenges of working with Alexa's brain, the strategic framework for choosing a base model, evaluating performance trade-offs.
02
The Practice: Observability and Model Tuning

This session focuses on the technical application of LLMs within complex ecosystems. We will break down what observability looks like and how a model is refined for specific user intents, ensuring the output remains reliable as it scales across different platforms.
03
The Impact: Decision Making and User Delight

In an "Open the Veil" segment, we’ll break down key development decisions. Attendees will see Alexa in action and critique PM choices, exploring how to balance constraints with a “delightful” user experience, plus the role of MCP, RAG, and OpenClaw in its strategy.

Details of the Evening

What's Included

Gourmet Light Refreshments – Enjoy a curated selection of artisanal bites and small plates, perfect for connecting with colleagues.
Settle in for easy conversation and good company in a warm, welcoming space. With a thoughtful selection of beer and wine on hand, it’s the perfect backdrop for winding down or catching up.

Have dietary restrictions?

To ensure we can accommodate your dietary needs, please inform us at least 48 hours before the workshop start date.

How to Get Here

BrainStation New York

136 Crosby St, 4th Floor, New York City, NY 10012

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Finding Your Way

Located on Crosby St just south of Houston between Broadway and Lafayette, just steps away from the Lafayette B D F M train.
Entering The Building

A BrainStation team member will be waiting for you at the elevators to take you to the 4th floor.
Once You're Inside

Our staff will be there to greet you at the campus reception.

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BrainStation New York
Wed, May 13, 2026
2026-05-13T22:00:00.0000000Z – 2026-05-14T00:00:00.0000000Z

136 Crosby St, 4th Floor, New York City, NY Get Directions
$42

Purchase Tickets

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