> Markdown version of [/events/conference-india-2026/sessions/1981-building-world-aware](https://www.wearedevelopers.com/events/conference-india-2026/sessions/1981-building-world-aware). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md). --- # Building World-Aware Physical AI with Agent Memory and Context Graphs - **Event:** Conference India 2026 ## Description What if robots didn’t just react - but actually understood their world and remembered it? In this session, we explore how to build world-aware, context-driven agents using a graph-based memory layer and real-world robotics. You’ll see how users, objects, and environments can be modeled as a living digital twin, how interactions are captured as structured memory, and how agents reason over long-term context. Through a live demo, a robot recognizes returning users, recalls preferences, and adapts its behavior across sessions. This talk provides a practical blueprint for building persistent, embodied AI systems that move beyond stateless interactions. ## Speakers ### [Vasundhara Shukla](https://www.wearedevelopers.com/@vasundhara-shukla) Developer Advocate APAC, Neo4j ### [Zaid Zaim](https://www.wearedevelopers.com/@zaid-zaim) Developer Advocate EMEA at Neo4j | Microsoft AI MVP ## Related talks at this congress - [Architecting Trusted AI: Coupling Multi-Agent Systems with dbt Semantic Store for Zero-Hallucination](https://www.wearedevelopers.com/events/conference-india-2026/sessions/1976-architecting-trusted) — Pushkar Mishra - [Beyond File Dumps: Context Engineering for Coding Agents](https://www.wearedevelopers.com/events/conference-india-2026/sessions/1979-beyond-file-dumps) — Animesh Dutta - [Thinking in Graphs, Reasoning with Gemini!](https://www.wearedevelopers.com/events/conference-india-2026/sessions/1996-thinking-in-graphs) — Bhavesh Bhatt - [Build a Zero-Cost AI Agent in Your Browser](https://www.wearedevelopers.com/events/conference-india-2026/sessions/1980-build-a-zero-cost-ai) — Aishwarya Mathuria, Nishant Thakur ## Watch remotely Can’t make it to Bengaluru? Watch this session live with Pro. You also get: - All full videos, bookmarks, and playlists - World Congress livestreams [See pricing](https://www.wearedevelopers.com/pricing) ## Links - [Get tickets](https://www.wearedevelopers.com/conference-india/tickets)