Engram's vision for the future of AI involves many personalized models for individuals and teams, which contrasts with the Frontier Lab worldview of building a single, increasingly large general model.

Engram is working with partners including Notion, Microsoft, and Harvey to develop models that deeply understand context within their workspaces.

Engram's technical approach involves training per-team models within partner workspaces that utilize adapter fine-tuning techniques like LoRAs, prefixes, and sparse architectures.