Why AI Coding Agents Need Project Memory, Not Just Bigger Context Windows

AI coding agents and sales agents face a critical limitation where larger context windows fail to replace project memory. In software development, lacking memory leads to repeated mistakes, such as ignoring established security decisions regarding JWT refresh tokens. Similarly, sales agents struggle to synthesize months of CRM history, failing to track resolved objections or stakeholder shifts. Both scenarios demonstrate that accessing raw data is insufficient; agents require a persistent understanding of evolving decisions and narratives.