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Daytona AI Builders
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| With Marijan Cipcic (Principal Events Manager, Daytona), Muhammad Annas Hashmi (DevRel, Daytona), Sam Farber (Sr. Solutions Architect, AWS), Shreyas Iyer (CTO, Antimetal), Chase Erickson (Solutions Engineer, Infisical), |
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Oct 28 (Wed) @ 05:30 PM
FREE
| | Venue, To Be Announced
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An event dedicated to exploring all things AI Engineering!
Event partners: AWS & Antimetal
Agenda
5:30 pm - 6:00 pm
Welcome Gathering & Opening Remarks
Marijan Cipcic, Principal Events Manager at Daytona
6:00 pm - 6:15 pm
Talk "Forkable Sandboxes for Long-Running Agents"
Muhammad Annas Hashmi, DevRel at Daytona
Outline:
Agents are starting to do real software work: installing dependencies, editing files, running tests, starting servers, & debugging over long sessions. But most AI systems still treat each run like a disposable prompt-response loop. That breaks down once the useful state lives not just in tokens, but in the actual machine.
This talk is about the runtime layer agents need to become reliable builders. I'll show how forkable Daytona sandboxes let you pause at important moments in an agent run, branch the environment, & sample multiple continuations from the same machine state. For builders, this turns long-running agent workflows into something you can inspect, compare, recover, & eventually optimize.
6:15 pm - 6:30 pm
Talk "Multi-Agent Investment AI Assistant built on Amazon Bedrock Agentcore"
Sam Farber, Sr. Solutions Architect at AWS
Outline:
Investment research teams spend days manually gathering data across markets, risk metrics, sentiment indicators, financial statements, & alternative data sources before synthesizing findings into actionable reports. This talk will show how a multi-agent AI system can automate that workflow. A supervisor agent breaks down a research question, delegates to 10 domain-specific specialists running in parallel, & compiles their findings into a comprehensive investment report. The system maintains conversation memory across each agent, allowing researchers to have targeted conversations & follow-ups with each specialized agent.
6:30 pm - 6:45 pm
Talk "Building a World Model for Production Agents"
Shreyas Iyer, Co-founder & CTO of Antimetal
Outline:
Production systems are increasingly complex, with critical knowledge scattered across code, infrastructure, telemetry, & people's heads.
In this talk, we'll explore how to build a persistent world model that gives AI agents a shared understanding of production. We'll break down four foundational layers: physical topology, temporal changes, causal relationships, & organizational context to show how they enable agents to investigate incidents, assess changes, & proactively manage production, building on what they've learned across tasks.
6:45 pm - 6:55 pm
Talk "TBA"
Speaker TBA
Outline:
TBA
6:55 pm - 7:05 pm
Talk "Letting AI agents use credentials they never see"
Chase Erickson, Solutions Engineer at Infisical
Outline:
Infisical manages the secrets your Daytona agents depend on. The Daytona secret sync pushes them from Infisical to your Daytona organization & keeps them current, rotations included. Infisical's Agent Vault, a proxy, adds the credential to requests bound for the services you configure, so the agent never sees it. In this talk, we'll show how an agent in a Daytona sandbox calls an API without ever holding the secret.
7:05 pm - 8:30 pm
Networking
With pizzas & beverages
About event
This is dynamic gathering for AI enthusiasts, innovators, & professionals to collaborate, share ideas, & 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, & drive the future of AI forward.
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