> For the complete documentation index, see [llms.txt](https://snowan.gitbook.io/study-notes/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://snowan.gitbook.io/study-notes/ai.md). # 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)