MLDS speaker · 2026

Ashish Prasad

Senior Software Engineering Lead (AI/ML)

About Ashish Prasad

Ashish Prasad is a Senior Software Engineer Lead (AI/ML) working on large-scale, enterprise AI systems, with a focus on backend architecture, large language models, retrieval systems, and AI reasoning. His work involves building reliable, high-performance, and context-aware AI experiences and integrating advanced foundation models into real-world production environments. He has contributed to the design of AI agents that can reason over data, execute code, and generate actionable insights, and has experience developing NLP-driven, data-intensive, and mission-critical software across product and R&D teams. Ashish holds an engineering degree from NITK Surathkal and is deeply interested in applied AI and agentic systems. Topic- The Anatomy of an AI Agent Synopsis- Modern AI systems are rapidly evolving from simple prompt-response models to autonomous agents capable of reasoning, using tools, retrieving knowledge, and executing complex workflows. But what actually makes an AI agent work? In this session, The Anatomy of an AI Agent , we will break down the core building blocks behind modern agentic systems. We will explore how large language models, memory, retrieval, planning, and tool execution come together to create intelligent, reliable, and production-ready AI agents. The session will focus on practical architecture patterns used in real-world systems, including how agents reason over data, interact with external tools, maintain context, and handle multi-step tasks. Attendees will gain a clear mental model of how AI agents are designed, the trade-offs involved, and what it takes to move from demos to scalable, real-world deployments. This talk is intended for engineers, architects, and AI practitioners who want to understand how modern AI agents are actually built under the hood.

1 edition on the MLDS stage · 1 session on record

Ashish Prasad, Senior Software Engineering Lead (AI/ML)

Talks at MLDS

Sessions from the MLDS agendas, newest first.

  1. MLDS 2026

    Bengaluru
    26–27 Mar 2026

    • Mar 26, 2026 · 12:20–13:10 · Hall 3 · Bengaluru

      Tech Talks

      The Anatomy of an AI Agent

      Modern AI systems are rapidly evolving from simple prompt-response models to autonomous agents capable of reasoning, using tools, retrieving knowledge, and executing complex workflows. But what actually makes an AI agent work? In this session, The Anatomy of an AI Agent, we will break down the core building blocks behind modern agentic systems. We will explore how large language models, memory, retrieval, planning, and tool execution come together to create intelligent, reliable, and production-ready AI agents. The session will focus on practical architecture patterns used in real-world systems, including how agents reason over data, interact with external tools, maintain context, and handle multi-step tasks. Attendees will gain a clear mental model of how AI agents are designed, the trade-offs involved, and what it takes to move from demos to scalable, real-world deployments. This talk is intended for engineers, architects, and AI practitioners who want to understand how modern AI agents are actually built under the hood.

    MLDS 2026 agenda MLDS 2026 talk recordings on YouTube (opens in a new tab)

MLDS 2027Feb 25–26 / Mar 4–5Early bird till 15 Dec

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