MLDS speaker · 2026
Anshul Singh
AI EngineerMathCo
About Anshul Singh
Anshul is an AI Engineer at MathCo specializing in Generative AI, multi-agent orchestration, and autonomous AI systems. Bringing over three years of experience across Retail, CPG, and Pharma, he designs agentic systems that go beyond reactive AI, building solutions capable of reasoning through ambiguity, maintaining memory across extended interactions, and proactively diagnosing root causes within complex business data. Anshul is passionate about translating cutting-edge AI research into enterprise-ready systems, with a focus on closing the gap between what AI can do in a lab and what it reliably delivers in production.
1 edition on the MLDS stage · 1 session on record

Talks at MLDS
Sessions from the MLDS agendas, newest first.
MLDS 2026
Bengaluru
26–27 Mar 2026Mar 26, 2026 · 14:55–15:15 · Hall 1 · Bengaluru
Keynotes / Tech TalksBuilding Smarter AI Agents with Memory and Context
As AI agents evolve from experimental prototypes to real-world production systems, enterprises are realizing that model capability alone is not enough. The true challenge lies in how agents manage, retrieve, and retain information across complex, long-running workflows. Getting this right is often the difference between an impressive demo and a system that consistently delivers value. Building effective agentic AI requires a strong approach to context and memory. Developers must understand how different memory types such as in-context, external, episodic, and semantic work together, and when to use each. Techniques like Retrieval-Augmented Generation (RAG) help bridge knowledge gaps, while thoughtful design ensures agents can retain and use information across sessions. Join us for this Tech Talk where Sanketh and Anshul will break down how context and memory shape intelligent agents. Walk away with a practical framework for building AI agents that remember, reason, and scale reliably.
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