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High Dimensional Research devoted 2023 to refining their core product toward specific goals. Initially focused on what excited the team about AI applications, they discovered that their ambitious ideas required foundational technical work no one had yet completed. This pivot led them to concentrate on "inter-model coordination, inter-model memory, and inter-model reflexivity."

The company notes that biological intelligence develops over millions of years, yet there's an expectation that artificial systems operate optimally immediately. They argue this expectation is unrealistic and that proper development time matters.

Memory Index Solution

For web browser interactions with autonomous agents, the company developed Memory Index—a system sitting between language models and browsers. As they explain, it "preprocesses web content for legibility and introduces something analogous to muscle memory." The system anonymizes sessions, filters sensitive data, and builds a shared action database across all sessions.

2024 Accomplishments

• Completed core infrastructure for model-controller loops (November 2023)
• Shipped Memory Index (early 2024)
• Deployed benchmarking suite with task evaluators
• Implemented network comparison algorithms for website structure analysis
• Modified model endpoint behavior to include HTML and consistently chunk text

The team emphasizes this groundwork enables future improvements in browser-based autonomous model capabilities.