Why it matters
Moving agents from demo to production means dealing with the real cost and reliability of external tool calls — this session walks through that end-to-end, not just the LLM prompt layer.
The tokenmaxxing angle
Every external tool call an agent makes (web scraping, API hits via Apify) adds latency and often round-trips through the model again to interpret results — each retry or malformed tool response is spend you didn't budget for.
From the organizers
Participants use Apify to build agent workflows end-to-end, including gathering data from the web and connecting agents to external tools.