Lab Notes

Web Agent Lab

Experiments with web-oriented agents built on OpenClaw — targeted browsing, content extraction, and structured data gathering from live web environments.

Role

The Web Agent Lab documents experiments with agents that interact directly with live web environments. These agents use the OpenClaw runtime to navigate pages, extract structured content, and produce typed artifact outputs from web-sourced material.

Status: In progress

What these agents do

Web agents in this lab perform targeted, goal-directed browsing within a scoped mission. A typical mission might involve:

  • Navigating to a set of target pages
  • Extracting structured data (product information, pricing, listings, documentation)
  • Following links within a defined scope
  • Producing a structured artifact from the gathered material

The agent does not perform general-purpose crawling. Each run is bounded by a mission objective and a step budget defined in the OpenClaw mission definition.

Relationship to OpenClaw

Web agents are the primary use case that shaped the OpenClaw browser/web environment abstraction. The browser session, structured action model, and observation-to-memory loop were designed with this class of agent in mind.

→ OpenClaw Framework Overview — the runtime model behind these agents

→ Agentic Architecture — wider architecture context for local agents, tools, and memory
→ Research Agent — research-oriented agent using the same mission model
→ Research Artifacts — how web agent outputs are structured and stored
→ Data Flow — how mission results move through the system