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All AI Adoption & ROI AI Research AI Safety Behind the Scenes Identity-First Framework Thought Leadership
Diagram of the collabAI Advanced AI Memory System. Shared business memory of clients, decisions, brand rules and process syncs both ways with you, your teammates, and your AIs, who all write to it and read from it. Personal memories stay separate and are not auto-shared into the business pool.
AI Research

Improve AI Memory for Safer + More Consistent Work

Anthropic and OpenAI love to talk about their ever-growing context windows, but rarely talk about their account memory — because account memory is very limited. The problem is…

Jul 29, 2026 · 11 min read
Feature blog post graphic showing Identity First as an AI safety framework.
AI Research

AI Safety Research: Use the Identity-First Framework to Reduce Misalignment

Anthropic, the company behind Claude, is unusual among AI labs: it publishes its own failures. In June 2025 it ran a study called Agentic Misalignment — frontier models…

Jul 24, 2026 · 11 min read

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