Apify provides a serverless runtime and marketplace for 'actors,' which are scripts that automate web actions and support open-source monetization.
An actor is a program running in a Docker container with defined input and output schemas, accessible via a web console, REST API, or MCP server.
An agent is more than just an LLM; it's a wrapper with custom instructions that can perform multi-step interactions using tools and skills.
Developers can manage agent risks by running models locally, mixing deterministic and non-deterministic actions, and carefully managing dynamic tool registration.
The HTTP 402 status code enables a payment protocol where agents can perform microtransactions for data or services using stablecoins without direct blockchain interaction.
Agents can use a dedicated low-balance wallet to handle HTTP 402 payment requests automatically, simplifying the user experience and enhancing privacy.
Agents struggle with reliable real-time data access, requiring developers to choose between token-heavy MCP servers and more efficient CLIs for certain tasks.
Web scraping actors are used for competitive intelligence, influencer discovery, and market research by programmatically extracting public data at scale.
By enabling monetization through 'actorization,' platforms can create a fair relationship where open-source and content creators are compensated for their work.
Jobs that call for the skills explored in this talk.