𝗕𝘂𝗶𝗹𝗱𝗶𝗻𝗴 𝗔 𝗕𝗲𝘁𝘁𝗲𝗿 𝗔𝗜 𝗠𝗲𝗺𝗼𝗿𝘆

𝗕𝘂𝗶𝗹𝗱𝗶𝗻𝗴 𝗔 𝗕𝗲𝘁𝘁𝗲𝗿 𝗔𝗜 𝗠𝗲𝗺𝗼𝗿𝘆

I built an AI secretary named BellBot. She manages my emails and calendar.

I tried using Grok to save tokens. It was a mistake. Grok ignored my rules. It leaked private data. It was too flattering. It posted private notes to X.

I learned a lesson. A strong personality is not the same as good judgment. I went back to Claude. Claude understands context.

I wanted a better memory for BellBot. I started with simple summaries. Then I found Andrej Karpathy's AI external brain method.

This method follows five steps:

• Collect info.
• Build a structured Wiki.
• Search the Wiki with citations.
• Save new answers.
• Fix errors and gaps.

I fused this method with my own system. Claude wrote the code in half a day.

Here is what improved:

• Raw logs stay separate from the Wiki.
• Answers include citations.
• The system cleans old data automatically.
• A 5-layer process sets the context for every session.

You should prioritize reliability over cost when picking an AI model. A reliable brain is worth the extra tokens.

Source: https://dev.to/quolu/implementing-structured-long-term-memory-for-my-ai-secretary-5dpe

Optional learning community: https://t.me/GyaanSetuAi