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June 14-15, 2026
Mumbai, India
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IMPORTANT NOTE: Timing of sessions and room locations are subject to change.


Monday June 15, 2026 4:15pm - 4:40pm IST
Multi-agent systems on MCP are where most of the interesting architectural questions live: routing, state, retries, coordination, and what happens when any one of N tool calls misbehaves. Most talks on the topic are theoretical. This one is not.

Since early 2026 I've published one new AI agent every day at dailybuild.xyz. Many of them are multi-agent: price-war simulations, research pipelines, a local agent orchestration studio, a recursive research loop, human-in-the-loop travel planners, and a "swarm CFO" with policy-gated spend. Dozens of them plug into MCP servers.

In this session I'll pull out the ten orchestration patterns I now use by default when MCP is in the mix, and the ten I've thrown out. Topics include: why single-agent-with-many-tools usually beats a team of agents until it suddenly doesn't; how to design a router that survives tool-name collisions across multiple MCP servers; state strategies that don't rot; retry and compensation patterns for idempotent vs non-idempotent tools;

Every pattern in the talk is tied to a specific public build with working code, so attendees can go verify, fork, or challenge anything I claim.
Speakers
avatar for Harish Kotra

Harish Kotra

Fractional CTO, Forge Alumnus
Harish is a Fractional CTO and AI agent builder based in India. He previously led Developer Relations at Gaia and spent over a decade at AngelHack organizing 200+ hackathons. Since 2026 he's published one new open-source AI agent every day at dailybuild.xyz, 100+ builds spanning MCP... Read More →
Monday June 15, 2026 4:15pm - 4:40pm IST
Lotus 2

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