AI by Hand ✍️

“AI by Hand ✍️” delves into the intricacies of building AI applications with a focus on memory, context, and persistence. The document explores the importance of short-term memory in AI applications, specifically in maintaining conversation history for seamless interactions. It highlights the role of tools like Langchain in enabling AI agents to continue conversations from where they left off, enhancing user experience. Additionally, the document discusses the significance of leveraging databases like PostgreSQL for storing conversation details and managing context effectively. Overall, “AI by Hand ✍️” provides insights into the practical implementation of AI technologies for enhanced user engagement and functionality.

Frontier AI Drawings: the series

 AI by Hand ✍️

From GPT-OSS to Qwen 3

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Token problems: the workbook

 AI by Hand ✍️

Agentic AI by hand ✍️

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Tokens From the Bill

 AI by Hand ✍️

Token problems: 20 of 20

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Pricing Per Million Tokens

 AI by Hand ✍️

Token problems: 19 of 20

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The Split Matters

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Token problems: 18 of 20

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How Long Will It Take?

 AI by Hand ✍️

Token problems: 17 of 20

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Tokens on a Budget

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Token problems: 16 of 20

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Calls in a Budget

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Token problems: 15 of 20

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The System Prompt Tax

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Token problems: 14 of 20

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The System Prompt

 AI by Hand ✍️

Token problems: 13 of 20

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The Average Call

 AI by Hand ✍️

Token problems: 12 of 20

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Comparing Three Calls

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Token problems: 11 of 20

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