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.

Qwen 3.6 (May 21, 2026)

 AI by Hand ✍️

AI by Hand ✍️ Seminars

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Calculating AI by Hand ✍️

 AI by Hand ✍️

Step-by-step walkthroughs

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Seminar Series 2026

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9 seminars from 2026

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Seminar Series 2025

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6 seminars from 2025

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Matrix Multiplication

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16 topics, 250 pages, 950 blanks

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Library

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AI by Hand ✍️

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Frontier AI Drawings: the series

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From GPT-OSS to Qwen 3

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Agentic AI by hand ✍️

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Tokens From the Bill

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Token problems: 20 of 20

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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?

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Token problems: 17 of 20

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