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Atharva Raykar

Atharva Raykar

@atharvaraykar

Navigating the challenges of realtime voice AI

Submitted May 22, 2025

Realtime Voice AI has disrupted the conversational voicebot landscape and made it trivial to create exciting demos. Unfortunately, deploying useful voice AI in production is an entirely different story. In this talk, we will present our findings from working with state of the art voice AI agents.

How do we systematically ensure that the voicebot continues to be helpful? What are some common tradeoffs that teams will face? How do we manage complexity and orchestration of various actions that AI can take? It turns out the same kind of engineering maturity that defines the strongest tech teams also helps navigate the uncharted territory in the volatile field of voice AI.

Takeaway

Give a sense of the current challenges that product, engineering and business teams will face when deploying cutting-edge realtime voice agents, with pointers on how to manage these challenges.

Intended audience

This talk will benefit engineering, product, design and business teams building on top of realtime voice AI that are looking to go beyond the tech demo phase.

Bio

Atharva is an AI aficionado. He has been tinkering with AI of all modalities to figure out how to build products that deliver on the hype in production.

When he isn’t debugging like a stoic, he usually publishes strange essays online, creates grimy digital art and produces questionable beats with Indian truck horns.

His first exposure to serious software development was with the Git project, where he rewrote parts of the submodule functionality by emailing patches to the maintainer.

While at nilenso, he helped a hyperlocal delivery startup revamp their payout systems and solved data integration challenges at a non-profit building population-scale software.

LINK: skeletal slides, to demonstrate the flow of the talk
https://docs.google.com/presentation/d/1gX0WovWnTwFKg3-pSPNRB9_kjQJSo_N2c0G48oSkupQ/edit?usp=sharing

(may be outdated, the slides above are a better source of truth) Link to an outline on what I intend to cover:
https://www.notion.so/nilenso-software/5thEl-talk-notes-navigating-the-challenges-of-voice-AI-1fb0f0425dae8085b23ee0f956cca821?pvs=4

Link to a blog post I wrote in January on realtime voice AI, covers more of the PoC side of things:
https://blog.nilenso.com/blog/2025/01/13/i-built-an-ai-prototype-that-can-participate-in-our-internal-meetings-in-a-week/

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