~/talk

Engineering Production-Ready Onboarding Agents

Talkat PyData Tel Aviv 2025 · on Wednesday, 2025-11-05· at 10:00· Green· [ai-assisted-development, developer-experience]
name:Noa Radin
links:none on file
slides:none on file

Describes building a production onboarding agent with an internal Python Agents SDK, Snowflake/Cortex-backed retrieval, and Temporal workers for orchestration; implements retrieval modes: exploration vs deep-dive, strict tool contracts for actions, streaming support and Python tool-strategies to force required calls. Tools include help-center retrieval, invoice and contract generation tools with prompt validation and UI integration, plus conversation-management tools (help-me-answer, notes, wrap-up agent). Deployed to 90% of trials vs 10% control and shows a 36% conversion uplift, so it ships and works.

AI-written summary · about

  1. 0:00Introduction to onboarding agents
  2. 5:27Core components of the agent
  3. 10:03Retrieval tools and dynamic responses
  4. 15:19Generating contracts and invoices
  5. 18:58Production infrastructure with Temporal
  6. 22:53Measuring impact on trial users
  7. 23:57Key lessons and summary
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