EVERYTHING AIAI engineering, made visual
Visual edition planned
Phase 15 · Lesson 11Learn45 min22 lessons in phase

Browser Agents and Long-Horizon Web Tasks

ChatGPT agent (July 2025) merged Operator and deep research into one browser/terminal agent and set BrowseComp SOTA at 68.9%. OpenAI shut Operator down August 31, 2025 — consolidation at the product layer. Anthropic's Vercept acquisition moved Claude Sonnet on OSWorld from under 15% to 72.5%. WebArena-Verified (ServiceNow, ICLR 2026) fixed 11.3 percentage points of false-negative rate in the original WebArena and shipped the 258-task Hard subset. The numbers are real. So is the attack surface: OpenAI's head of preparedness stated publicly that indirect prompt injection into browser agents "is not a bug that can be fully patched." Documented 2025–2026 attacks: Tainted Memories (Atlas CSRF), HashJack (Cato Networks), and one-click hijacks in Perplexity Comet.

Visual edition planned

This lesson isn’t interactive yet.

It is part of the curriculum and will get the same treatment as Phase 1 — a visual cover, hands-on labs, derivations with numeric checks and a quiz. Until then, the original lesson is the best place to read it:

Part of Phase 15Autonomous Systems. Use the previous / next cards below to keep browsing the phase.