An evening for people already building agents. If you've shipped one, you know the demo isn't the hard part. In production, agents struggle to read the live web, forget context between sessions, & hit auth & permission problems the moment they act inside a real app.

This night covers three layers that address that - reading the web, persistent memory, & secure actions with the teams demoing each one. Three short talks, a Q&A, then time to talk to people working on the same problems.

Schedule

5:30 - Doors

6:00 - Welcome

6:15 - Bright Data: reading the live web with structured data

6:45 - Cognee: giving agents memory that persists across sessions

7:15 - Scalekit: secure, permissioned actions on behalf of users

7:45 - Q&A + networking, food & drinks

What You'll Leave Knowing

Why data quality, not model size, is often the bottleneck for agents in production

Where graph-based memory beats plain RAG, & when you actually need it

How agents can act on behalf of a user - delegated auth, scoped permissions, audit trails - instead of shared service accounts

How teams are wiring data, memory, & auth together in real production agents today

Who Should Come

People already building & shipping with agents: AI engineers, developers using tools like Claude Code & Cursor, platform engineers, technical founders, & GTM folks working hands-on in the space (solutions engineers, DevRel, technical PMs, product marketers close to the product).

This isn't an intro to AI agents. It's for people already past that.

Admission is free & approval-based because space is limited. Food & drinks provided.

Speakers

Swetha Kolli - Bright Data, Solutions Architect

Dave Nielsen - Founding Head of Developer Relations, Cognee

Tamilselvi Ramasamy - Product Marketing Manager, Scalekit

When: [DATE] | 5:30 PM - 8:00 PM PT

Where: Bright Data Web Data Loft, 625 2nd St, San Francisco, CA