MLDS speaker · 2026
Abhishek Kumar
Manager, AI ResearchAIM
About Abhishek Kumar
Abhishek Kumar, with nearly a decade of experience in AI and data science, is a self-taught coder and applied AI expert known for building intelligent systems across domains—spanning predictive modeling, NLP, generative AI, and agentic systems—with a strong focus on impact and scalability.
1 edition on the MLDS stage · 2 sessions on record

Talks at MLDS
Sessions from the MLDS agendas, newest first.
MLDS 2026
Bengaluru
26–27 Mar 2026Mar 27, 2026 · 13:30–15:30 · Hall 2 · Bengaluru
Exclusive WorkshopsAgents That Never Forget: Designing persistent memory for production agents
This workshop explores memory architectures that give agents continuity and true persistence. You’ll learn about episodic vs. semantic memory, vector database integration, memory consolidation strategies, and retrieval balancing recency with relevance. Participants will build agents that learn from every interaction, maintain coherent long-term context, and avoid common pitfalls like context pollution or catastrophic forgetting—core skills for anyone aiming to scale agentic AI responsibly.
Mar 26, 2026 · 13:30–15:30 · Hall 2 · Bengaluru
Exclusive WorkshopsSeeing Through the Black Box: Telemetry that makes agents observable at scale
Agentic systems are non-deterministic—making them harder to debug with traditional logs. This workshop takes you deep into telemetry: instrumentation, observability pipelines, and analysis techniques that capture reasoning loops, tool failures, and system context. You’ll walk away with hands-on methods to turn raw signals into actionable insights, ensuring your autonomous agents remain reliable and explainable in production, even when facing unpredictable environments.
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