​An event dedicated to exploring all things AI Engineering!

​Event partners: Descope & Tensorwave

​​Agenda

​​​​​​🕒 5:30 pm – 6:00 pm
Welcome Gathering and Opening Remarks

​🎤 Borna Perak, GTM & Partnerships @ Daytona

​​​​​​​​🕒 6:00 pm – 6:15 pm
Talk "Your Agent's Slowest Tool Is Its Mouse"​

​🎤 Muhammad Annas Hashmi, DevRel at Daytona

​​​​​​​​Outline:

​Every click a GUI agent makes costs a full screenshot and a model round trip, and it only lands if the layout stayed where the model last saw it. Chain a task out of clicks and you have bought seconds of waiting and a context window full of pixels for work a shell one-liner could have done. Screenshots are heavy. Text is light. And a click sequence is the most fragile program ever written. No variables, no error handling, and the only retry is asking the model again.

This talk builds the cost model of computer use. Where the waiting actually comes from, why pixel agents break when nothing is wrong, and the levers that fix it: read structure (a DOM, an accessibility tree) instead of rendering it to an image first, write code instead of emitting one click at a time, and cache what worked so the second run costs nothing. I'll then follow up with a demo of what we're doing at Daytona to address these.

​​🕒 6:15 pm – 6:30 pm
Talk "Identity Tips to Secure AI Agents and MCP Servers"

​🎤 Mrunank Pawar, DevRel Engineer at Descope

​​​​​​​​Outline:

​Every organization has an agentic AI / MCP project, but how many of these are in production? And if they aren't in production, how likely is it that authentication, access control, and agentic identity concerns are the reason? This session will share real-world MCP use cases, common agentic identity challenges, and practical identity tips to secure AI agents and MCP servers.

​​🕒 6:30 pm – 6:40 pm
Talk "Building a Real Time Semantic Search Engine From Agent Transcripts"

​🎤 Evis Drenova, Principal Software Engineer at Entire

​​​​​​​​Outline:

​Research has shown that giving agents context on previous work done improves their performance. But how do you find the context that agents need in a reliable and efficient way when you have millions of agent conversations? This talk goes through how we built a reliable and scalable real time semantic search engine that serves relevant context to agents (and humans) from millions of agentic coding sessions.

​​🕒 6:40 pm – 6:50 pm
Talk "Building Programmable Review Agents for Agent-Written Code"

​🎤 Zhuolun Li, AI Engineer at Macroscope

​​​​​​​​Outline:

​Coding agents are making code generation dramatically cheaper, shifting the bottleneck from writing code to verifying whether it's safe to ship. We'll live-demo a PR reviewed by two review agents: a general-purpose Code Review Agent that catches correctness issues, and a programmable Check Run Agent that enforces specific rules. We'll then share what we learned building review agents that run automatically on every PR—especially around balancing recall and precision, investigation depth, and deciding what's actually worth reporting.

​​🕒 6:50 pm – 7:00 pm
Talk "Build Fresh Data View for Long Horizon Agents"

​🎤 Linghua Jin, Co-founder and CEO of CocoIndex

​​​​​​​​Outline:

​Agents run ~50x faster than humans and create massive unstructured data. You cannot fit the entire thing into the agent; it requires building a view over a large unstructured corpus.

​CocoIndex is a context engine for agents: a new computing paradigm over evolving unstructured assets and multi-stage processing. You declare the state of your target as a function of the source; the engine keeps it in sync with minimal reprocessing, across time horizons, at scale.

​We will go over the topics around how to build fresh data view for long horizon agents and do live demo around it.

​​​​​​​​​​​​​​​​🕒 7:00 pm - 8:00 pm

​​​Networking

​With pizzas and beverages

​About event

​This is dynamic gathering for AI enthusiasts, innovators, and professionals to collaborate, share ideas, and explore the latest advancements in artificial intelligence. Whether you're building AI products, researching cutting-edge algorithms, or simply passionate about the field, join us to connect, learn, and drive the future of AI forward.