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# Practice Guides Best Worst

[Beginner](/levels/beginner/index.md) [Intermediate](/levels/intermediate/index.md) [Advanced](/levels/advanced/index.md) [Expert](/levels/expert/index.md)

22 resources · page 1 of 1

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### [12-Factor Agents (humanlayer)](/foundations/courses-and-learning-paths/12-factor-agents-humanlayer/index.md)

Creator not supplied; see original source.

12-Factor Agents GitHub repo (HumanLayer): principles for building reliable LLM-powered software.

Not applicable (entity) · unknown · unknown resource · en 

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### [a16z AI](/foundations/courses-and-learning-paths/a16z-ai/index.md)

Creator not supplied; see original source.

Andreessen Horowitz AI page collecting the firm's essays, market maps and podcasts on AI infrastructure and applications.

Not applicable (entity) · unknown · unknown resource · en 

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### [Ahead of AI](/foundations/courses-and-learning-paths/ahead-of-ai/index.md)

Creator not supplied; see original source.

Sebastian Raschka's Ahead of AI newsletter on LLM research, architectures and training.

Not applicable (entity) · unknown · unknown resource · en 

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### [Answer.AI](/foundations/courses-and-learning-paths/answer-ai/index.md)

Creator not supplied; see original source.

Answer.AI: R&D lab building practical AI products and open-source tools from research.

Not applicable (entity) · unknown · unknown resource · en 

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### [宝玉 baoyu.io](/foundations/courses-and-learning-paths/baoyu-io/index.md)

Creator not supplied; see original source.

Baoyu's Chinese blog on LLMs, prompt engineering and software engineering.

Not applicable (entity) · unknown · unknown resource · en 

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### [Chip Huyen blog](/foundations/courses-and-learning-paths/chip-huyen-blog/index.md)

Creator not supplied; see original source.

Chip Huyen's blog: posts on AI engineering, agents and ML system design.

Not applicable (entity) · unknown · unknown resource · en 

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### [Сиолошная (Telegram web preview)](/foundations/courses-and-learning-paths/entry/index.md)

Creator not supplied; see original source.

Web view of the Сиолошная Telegram channel by Igor Kotenkov: Russian-language news and analysis on NLP and AI.

Not applicable (entity) · unknown · unknown resource · ru 

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### [Every: Chain of Thought](/foundations/courses-and-learning-paths/every-chain-of-thought/index.md)

Creator not supplied; see original source.

Every's Chain of Thought column on AI tools and their use.

Not applicable (entity) · unknown · unknown resource · en 

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### [Lenny's Newsletter (AI product)](/foundations/courses-and-learning-paths/lenny-s-newsletter-ai-product/index.md)

Creator not supplied; see original source.

Lenny's Newsletter: product, growth and career writing for product managers and founders, including AI product topics.

Not applicable (entity) · unknown · unknown resource · en 

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### [levelsio blog](/foundations/courses-and-learning-paths/levelsio-blog-indie-business/index.md)

Creator not supplied; see original source.

Pieter Levels' blog on bootstrapping solo internet businesses, including AI products.

Not applicable (entity) · unknown · unknown resource · en 

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### [Mitchell Hashimoto writing](/foundations/courses-and-learning-paths/mitchell-hashimoto-writing/index.md)

Creator not supplied; see original source.

Mitchell Hashimoto's writing index, including posts on AI-assisted programming practice.

Not applicable (entity) · unknown · unknown resource · en 

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### [Peter Steinberger blog](/foundations/courses-and-learning-paths/peter-steinberger-blog/index.md)

Creator not supplied; see original source.

Peter Steinberger's blog on building AI-powered developer tools, creator of OpenClaw.

Not applicable (entity) · unknown · unknown resource · en 

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### [Sebastian Raschka](/foundations/courses-and-learning-paths/sebastian-raschka/index.md)

Creator not supplied; see original source.

Sebastian Raschka's blog archive: posts on LLMs, AI research and PyTorch.

Not applicable (entity) · unknown · unknown resource · en 

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### [AI in 2025: Building Blocks Firmly in Place (Sequoia Capital)](/foundations/courses-and-learning-paths/sequoia-ai-essays/index.md)

Creator not supplied; see original source.

Sequoia Capital essay on the state of AI in 2025, covering foundation models, applications and market structure.

Not applicable (entity) · unknown · unknown resource · en 

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### [AIAAIC Repository](/foundations/courses-and-learning-paths/aiaaic-repository/index.md)

Creator not supplied; see original source.

AIAAIC Repository: independent register of AI incidents and controversies with case entries.

Beginner · unknown · unknown resource · en 

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### [CS自学指南 csdiy.wiki](/foundations/courses-and-learning-paths/cs-csdiy-wiki/index.md)

Creator not supplied; see original source.

CS自学指南 (csdiy.wiki): Chinese self-study map of computer science courses, including ML systems and LLM courses.

Beginner–Expert · unknown · unknown resource · zh|en 

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### [Illustrated Transformer (Alammar)](/foundations/courses-and-learning-paths/illustrated-transformer-alammar/index.md)

Creator not supplied; see original source.

Jay Alammar's Illustrated Transformer: visual explanation of attention and the transformer architecture.

Beginner · unknown · unknown resource · en 

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### [LLM Visualization (bbycroft)](/foundations/courses-and-learning-paths/llm-visualization-bbycroft/index.md)

Creator not supplied; see original source.

LLM Visualization by Brendan Bycroft: interactive 3D walkthrough of GPT-style inference step by step.

Beginner · unknown · unknown resource · en 

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### [Transformer Explainer (Georgia Tech)](/foundations/courses-and-learning-paths/transformer-explainer-georgia-tech/index.md)

Creator not supplied; see original source.

Georgia Tech Transformer Explainer: interactive in-browser visualisation of how a GPT-2 transformer works.

Beginner · unknown · unknown resource · en 

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### [Habr ML hub](/foundations/courses-and-learning-paths/habr-ml-hub/index.md)

Creator not supplied; see original source.

Habr machine learning hub: Russian-language articles on ML from practitioners and companies.

Intermediate · unknown · unknown resource · ru 

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### [Why Do Multi-Agent LLM Systems Fail?](/foundations/courses-and-learning-paths/why-do-multi-agent-llm-systems-fail/index.md)

Creator not supplied; see original source.

arXiv paper (2025) analysing why multi-agent LLM systems fail, with a taxonomy of 14 failure modes.

Intermediate–Advanced · unknown · unknown resource · en 

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### [Convex Optimization](/foundations/courses-and-learning-paths/convex-optimization/index.md)

Creator not supplied; see original source.

Boyd and Vandenberghe's Convex Optimization book site with free PDF, slides and exercises.

Advanced · unknown · unknown resource · en 

[Plain-text Markdown copy](/tags/practice-guides-best-worst/index.md)
