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The Coming Wave of Personalized AI Assistants
1/28/24
Editorial team at Bits with Brains
ChatGPT and other large language models have captured attention with their ability to hold natural conversations. However, their responses often lack personalization and memory of past interactions. That is set to change with a wave of updates focused on building personalized AI assistants.
OpenAI is gradually rolling out personalized features in its models. This includes the ability for ChatGPT to tailor responses based on details it remembers about each user over multiple conversations. For example, it can recall favorite foods, important events, or previous discussions.
Sophisticated Memory Management
Under the hood, the natural language models powering these tools are gaining more sophisticated memory management. MemGPT, as known in research papers, allows AI assistants to store key details about users, while forgetting unimportant pieces of past conversations. This avoids conversations becoming unwieldy and improves assistive abilities.
Iterative vs. Big Releases
OpenAI uses gradual, iterative updates to improve capabilities over time, unlike traditional software development practices. This prevents shocks from launching entirely new versions. It also allows OpenAI to adapt features based on how society responds during the rollout phases.
The Path to AI Companions
These innovations bring us closer to the vision of AI companions that can engage in helpful, personalized, and open-ended conversations. The memory and personalization features create assistants tailored to individual users, significantly impacting those looking to augment human capabilities in business and government.
The rollout of these features marks the start of a new wave of AI agents focused on long-term contextual interactions spanning days, months, and perhaps years. These persistent conversations require deep personalization and memory - taking us to the next level beyond today's generic chatbots.
Executives should closely track these developments as personalized AI looks set to become a core pillar of business innovation.
Sources:
[2] https://redis.com/blog/chatgpt-memory-project/
[3] https://davefriedman.substack.com/p/mastering-chatgpt-with-iterative
[5] https://aicontentfy.com/en/blog/how-chatgpt-can-help-you-create-more-personalized-content
[6] https://docs.kanaries.net/topics/ChatGPT/chatgpt-memory
[7] https://www.reddit.com/r/ChatGPT/comments/12r9jpr/prompt_iterations_with_chatgpt/
[8] https://tammy.ai/summaries/technology/artificial-intelligence/revolutionizing-ai-memgpt-and-the
[9] https://openai.com/blog/introducing-gpts
[10] https://www.cnbc.com/2023/11/11/openai-will-let-users-build-custom-versions-of-chatgpt.html
Sources