Old Meng AI Explorer

Jan 16, 2026 · Artificial Intelligence

How Planning-with-Files Reinvents AI Agent Context Engineering

The article examines the open‑source planning‑with‑files project, detailing Manus’s six context‑engineering principles, the plugin’s three‑file workflow, installation steps, and why this file‑centric approach has sparked rapid adoption among AI agent developers.