"Models may self-correct, but they’re optimised to validate the prompter’s input. When agreement is rewarded over challenge, true model independence is constrained."

"Strong move for the industry. Defining standards like the Rule of Two brings structure to an emerging space improving agent performance, strengthening trust, and setting the foundation for safer AI systems."

"The biggest limitation of AI is lack of memory & continuity between tools. Graphiti fixes this with a temporal knowledge graph enabling seamless handoff between ChatGPT, Claude, or any MCP-enabled tool."