Most AI agents fail in production for the same reason: they can't access the web at scale. Not a model problem. An infrastructure problem.

In this hands-on workshop, you'll build a production-oriented AI workflow moving from one-off lookups to a real data pipeline that feeds agents, copilots, and AI systems with live web data continuously and at scale.

No slides. You leave with working code.

What you'll build

A practical AI workflow that pulls live external data through Bright Data APIs, structures it, and routes it into a downstream agent or system, built to survive production.

Agenda

5:00 PM – 5:30 PM | Arrival & Registration
Doors open, attendee check-in, refreshments, and networking.

5:30 PM – 5:40 PM | Welcome & Opening Remarks
Introduction to the event and overview of why web access is a foundational layer in modern AI infrastructure.

5:40 PM – 6:00 PM | Demo: End-to-End Workflow
A short technical demo to anchor the room, showing a real workflow powered by Bright Data. This should demonstrate an end-to-end pattern, such as a travel aggregation agent, external intelligence workflow, or multi-source data ingestion system.

6:00 PM – 7:00 PM | Hands-On Build: Large-Scale Data Pipelines for AI Systems
The core workshop segment. Attendees work step by step through a guided build, integrating Bright Data into a workflow that retrieves, structures, and routes web data into a practical AI or business system.

7:00 PM – 7:20 PM | Joel, IBM
Offline-First Web Data Pipelines for Local AI Agents

7:20 PM – 7:40 PM | Seth Kimmel, Sutro
Judgement at web-scale: aligning and scaling models for web data processing tasks

7:40 PM – 8:10 PM | Jing Wu,
Second Brain for AI Agents: combining live web data with memory systems.

8:10 PM – 8:30 PM | Josh Wadinski
Talk Title: [Talk Title]

8:30 PM – 9:00 PM | Q&A, Discussion & Networking
Open Q&A with speakers, discussion with attendees, and networking.

You'll leave with

→ A working Bright Data integration inside a real AI workflow
→ A reusable pipeline pattern for continuous web data ingestion
→ A production mental model: when lightweight tools break and why
→ Promo credits to keep building

Built for

AI engineers · Agent developers · Data engineers · Technical founders · Product engineers building on live external data

Intermediate to advanced. Comfortable with Python and APIs.

Bring

Laptop + terminal + browser. We'll send setup instructions 3 days before.

🍺 Food + drinks · Limited spots · Hosted at The Web Data Loft

Scale AI Agents With Unblocked Web Access - Workshop × MLOps Community