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Shipping Smart Agents - Lessons from the Frontlines

Weights & Biases via YouTube

Overview

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Explore how Windsurf revolutionized enterprise software development through AI-assisted engineering in this 17-minute conference talk from Fully Connected San Francisco 2025. Discover the behind-the-scenes journey of one of Windsurf's first deployed engineers as they share lessons from building and shipping smart agents in production environments. Learn about Windsurf's innovative flow-based human-AI collaboration model that enabled them to launch over 10 product releases in under a year, including their custom IDE and proprietary LLMs like SUI-1. Examine their technical approach to Smart RAG and Riptide for advanced context retrieval, integration of browser and PR tools for real-world development workflows, and design of secure, enterprise-grade context ingestion using MCP and direct integrations. Understand how they trained and benchmarked their own models to outperform major competitors while creating a data flywheel for continuous model performance improvement. Gain insights into expanding IDE capabilities beyond code generation, extending into new contexts like code reviews and browser integration, implementing smarter context management systems, ensuring enterprise-ready data privacy and integrations, developing frontier models, and building sustainable product flywheel strategies for AI-powered development tools.

Syllabus

0:00 - Introduction and Windsurf’s Mission
1:58 - Human-in-the-Loop and AI Collaboration
2:41 - Windsurf Editor and Product Velocity
4:00 - Beyond Codegen: Expanding the IDE Surface
7:00 - Extending into New Contexts: Reviews and Browsers
7:37 - Smarter Context: From Vectors to Riptide
9:55 - Enterprise-Ready Integrations and Data Privacy
12:05 - Frontier Models and the Data Flywheel
15:07 - Closing Vision and Product Flywheel Strategy

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