# AI - [AI-Resources](https://snowan.gitbook.io/study-notes/ai/ai-resources.md) - [AI-books](https://snowan.gitbook.io/study-notes/ai/ai-books.md) - [AI-article-analysis](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis.md) - [Analysis: "2025: The Year in LLMs" by Simon Willison](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/2025-the-year-in-llms-simon-willison.md) - [AI-trillion-dollar-opportunity-Context-graphs](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/ai-trillion-dollar-opportunity-context-graphs.md) - [Steam-Steel-and-Infinite-Minds](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/steam-steel-and-infinite-minds.md) - [Deep Analysis: Memory in the Age of AI Agents](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/memory-in-the-age-of-agent-survey.md) - [prompt](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/prompt.md) - [ai-agent-memory](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/ai-agent-memory.md) - [Memory in AI Agents: A Deep Dive into Cognitive Architectures for LLMs](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/ai-agent-memory/ai-agent-memory-deep-dive.md) - [AI Agent Memory Research - Sources](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/ai-agent-memory/sources.md) - [context-engineering](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/context-engineering.md) - [Why Your AI Agent Needs a Filesystem (Not Just a Database)](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/context-engineering/blog-post.md) - [How agents can use filesystems for context engineering](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/context-engineering/source.md) - [xhs-images](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/context-engineering/xhs-images.md) - [XHS Content Analysis](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/context-engineering/xhs-images/analysis.md) - [Infographic Outline](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/context-engineering/xhs-images/outline.md) - [prompts](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/context-engineering/xhs-images/prompts.md) - [02-problem](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/context-engineering/xhs-images/prompts/02-problem.md) - [cover-image](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/context-engineering/cover-image.md) - [prompts](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/context-engineering/cover-image/prompts.md) - [cover](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/context-engineering/cover-image/prompts/cover.md) - [file-over-app](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/file-over-app.md) - [File Over App: A Deep Analysis of Digital Longevity](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/file-over-app/file-over-app-analysis.md) - [advanced-tool-use](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/advanced-tool-use.md) - [comic](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/advanced-tool-use/comic.md) - [MAGMA: Building Memory for AI Agents](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/advanced-tool-use/comic/analysis.md) - [Source](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/advanced-tool-use/comic/source-link.md) - [Advanced Tool Use on the Claude Developer Platform](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/advanced-tool-use/comic/source.md) - [Building MAGMA: Layer by Layer](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/advanced-tool-use/comic/storyboard-architectural.md) - [Memory Squad: The Four Graph Heroes](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/advanced-tool-use/comic/storyboard-character-focused.md) - [MAGMA: The Memory Revolution](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/advanced-tool-use/comic/storyboard-problem-solution.md) - [Comic: Claude's Three Tool Superpowers](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/advanced-tool-use/comic/storyboard.md) - [characters-architectural](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/advanced-tool-use/comic/characters-architectural.md) - [Character Definitions - Building MAGMA: Layer by Layer](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/advanced-tool-use/comic/characters-architectural/characters.md) - [characters-character-focused](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/advanced-tool-use/comic/characters-character-focused.md) - [Character Definitions - Memory Squad: The Four Graph Heroes](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/advanced-tool-use/comic/characters-character-focused/characters.md) - [characters-problem-solution](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/advanced-tool-use/comic/characters-problem-solution.md) - [Character Definitions - MAGMA: The Memory Revolution](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/advanced-tool-use/comic/characters-problem-solution/characters.md) - [characters](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/advanced-tool-use/comic/characters.md) - [Character Reference: Michi](https://snowan.gitbook.io/study-notes/ai/ai-article-analysis/advanced-tool-use/comic/characters/characters.md) - [Prompts](https://snowan.gitbook.io/study-notes/ai/prompts.md) - [Prompts Free Courses](https://snowan.gitbook.io/study-notes/ai/prompts/gpt-prompts.md) - [claude-code](https://snowan.gitbook.io/study-notes/ai/claude-code.md) - [10 Tips for Using Claude Code from Its Creator, Boris Cherny](https://snowan.gitbook.io/study-notes/ai/claude-code/boris-cherny-cc-tips.md) - [skills-resource](https://snowan.gitbook.io/study-notes/ai/claude-code/skills-resource.md) - [Top Available Skills](https://snowan.gitbook.io/study-notes/ai/claude-code/top-skills-share.md) - [runbooks](https://snowan.gitbook.io/study-notes/ai/claude-code/runbooks.md) - [VibeTunnel: Running Claude Code on iPhone](https://snowan.gitbook.io/study-notes/ai/claude-code/runbooks/vibetunnel-iphone-setup.md) - [reports](https://snowan.gitbook.io/study-notes/ai/reports.md) - [AI News Digest - January 25, 2026](https://snowan.gitbook.io/study-notes/ai/reports/ai_news_20260125.md) - [AI News Scan Report](https://snowan.gitbook.io/study-notes/ai/reports/ai_news_report_20260123.md) - [AI-manga-learnings](https://snowan.gitbook.io/study-notes/ai/ai-manga-learnings.md) - [memory-in-the-age-of-ai-agent](https://snowan.gitbook.io/study-notes/ai/ai-manga-learnings/memory-in-the-age-of-ai-agent.md) - [Memory in the Age of AI Agents: A Learning Series](https://snowan.gitbook.io/study-notes/ai/ai-manga-learnings/memory-in-the-age-of-ai-agent/learning-series.md) - [ai-resources](https://snowan.gitbook.io/study-notes/ai/ai-resources-1.md) - [AI-common](https://snowan.gitbook.io/study-notes/ai/ai-resources-1/ai-common.md) - [AI-trace-sot](https://snowan.gitbook.io/study-notes/ai/ai-resources-1/ai-common/ai-trace-sot.md) - [agent-design-patterns](https://snowan.gitbook.io/study-notes/ai/ai-resources-1/ai-common/agent-design-patterns.md) - [agent-memory](https://snowan.gitbook.io/study-notes/ai/ai-resources-1/agent-memory.md) - [LangSmith Agent Builder — Summary](https://snowan.gitbook.io/study-notes/ai/ai-resources-1/agent-memory/langchain-agent-builder-memory.md) - [claude-code](https://snowan.gitbook.io/study-notes/ai/ai-resources-1/claude-code.md) - [Claude Code Ultimate Resource Collection](https://snowan.gitbook.io/study-notes/ai/ai-resources-1/claude-code/claude-code.md) - [context-engineering](https://snowan.gitbook.io/study-notes/ai/ai-resources-1/context-engineering.md) - [Agent Context Engineering with File Systems](https://snowan.gitbook.io/study-notes/ai/ai-resources-1/context-engineering/context-engineering-with-file-system.md) - [Agent Context Engineering: The Definitive Guide (Top 30 Resources)](https://snowan.gitbook.io/study-notes/ai/ai-resources-1/context-engineering/context-engineering.md) - [evals](https://snowan.gitbook.io/study-notes/ai/ai-resources-1/evals.md) - [Demystifying Evals for AI Agents](https://snowan.gitbook.io/study-notes/ai/ai-resources-1/evals/anthropic-demisfy-ai-evals.md) - [kuma-ai-agents](https://snowan.gitbook.io/study-notes/ai/kuma-ai-agents.md) - [Kuma AI Travel Agent](https://snowan.gitbook.io/study-notes/ai/kuma-ai-agents/kuma-ai-travel-agent.md) - [Kuma AI Travel Agent](https://snowan.gitbook.io/study-notes/ai/kuma-ai-agents/kuma-ai-travel-agent/travel_ai_agent.md) - [michi\_ai\_bot - Telegram Integration for Claude Code](https://snowan.gitbook.io/study-notes/ai/kuma-ai-agents/michi-telegram-bot.md) - [Refactoring Summary: Direct Claude Code Integration](https://snowan.gitbook.io/study-notes/ai/kuma-ai-agents/michi-telegram-bot/refactoring_summary.md) - [Testing Guide](https://snowan.gitbook.io/study-notes/ai/kuma-ai-agents/michi-telegram-bot/testing.md) --- # Agent Instructions: Querying This Documentation If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question. Perform an HTTP GET request on the current page URL with the `ask` query parameter: ``` GET https://snowan.gitbook.io/study-notes/ai.md?ask= ``` The question should be specific, self-contained, and written in natural language. The response will contain a direct answer to the question and relevant excerpts and sources from the documentation. Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.