Recent insights into AI-driven development reveal that simply building infrastructure for coding agents is not enough to create successful software factories, highlighting the need to move beyond basic harness engineering. To help developers overcome this limitation, HumanLayer has launched an open-source GitHub project dedicated to advanced context engineering for AI coding models.