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# Index additions: 2026-W42

Resources added to the index in this ISO week. This is a website archive, not a sent newsletter.

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

141 resources · page 3 of 5

## Prompting

- 

### [Prompting best practices (Claude docs)](/prompting/model-specific-guides/anthropic-claude-prompting-best-practices/index.md)

by [Anthropic](https://platform.claude.com/docs/en/build-with-claude/prompt-engineering/claude-prompting-best-practices)

Current-model guidance in one page: XML structure, examples, thinking, agentic use. (Old use-xml-tags, multishot and extended-thinking-tips URLs redirect here.)

Intermediate · West · closed resource · en 

- 

### [Prompting Fundamentals and How to Apply them Effectively](/prompting/prompting-fundamentals/eugeneyan-prompting-fundamentals/index.md)

by [Eugene Yan](https://eugeneyan.com/writing/prompting/) [@eugeneyan](https://twitter.com/eugeneyan)

Practitioner write-up applying core techniques to real tasks.

Intermediate · West · closed resource · en 

- 

### [Structured outputs (Gemini API)](/prompting/reasoning-and-structured-output/google-gemini-structured-output/index.md)

by [Google](https://ai.google.dev/gemini-api/docs/structured-output)

Gemini's equivalent: constrain responses to a JSON schema.

Intermediate · West · open resource · en 

- 

### [Prompt engineering how-to (Llama docs)](/prompting/model-specific-guides/meta-llama-prompting-guide/index.md)

by [Meta](https://dev.meta.ai/llama/docs/how-to-guides/prompting)

Official guide for prompting open-weight Llama models.

Intermediate · West · closed resource · en 

- 

### [GPT-5 prompting guide](/prompting/model-specific-guides/openai-gpt-5-prompting-guide/index.md)

by [OpenAI](https://developers.openai.com/cookbook/examples/gpt-5/gpt-5_prompting_guide)

Model-specific advice on agentic eagerness, tool preambles and instruction conflicts.

Intermediate stale · West · closed resource · en 

- 

### [Reasoning best practices](/prompting/reasoning-and-structured-output/openai-reasoning-best-practices/index.md)

by [OpenAI](https://developers.openai.com/api/docs/guides/reasoning-best-practices)

When to pick a reasoning model and how prompting them differs from chat models.

Intermediate · West · closed resource · en 

- 

### [Structured model outputs](/prompting/reasoning-and-structured-output/openai-structured-outputs/index.md)

by [OpenAI](https://developers.openai.com/api/docs/guides/structured-outputs)

How to get schema-valid JSON instead of hoping the model formats it right.

Intermediate · West · closed resource · en 

- 

### [grok-prompts (published system prompts)](/prompting/system-prompts/xai-grok-prompts/index.md)

by [xAI](https://github.com/xai-org/grok-prompts)

Inspect system prompts published by their original provider.

Intermediate · West · open resource · en 

- 

### [Prompt Engineering](/prompting/prompting-fundamentals/lilianweng-prompt-engineering/index.md)

by [Lilian Weng](https://lilianweng.github.io/posts/2023-03-15-prompt-engineering/) [@lilianweng](https://twitter.com/lilianweng/)

Dense, research-backed survey of prompting methods with citations.

Advanced · West · closed resource · en 

- 

### [The Prompt Report: A Systematic Survey of Prompt Engineering Techniques](/prompting/prompting-fundamentals/schulhoff-the-prompt-report/index.md)

by [Sander Schulhoff et al.](https://arxiv.org/abs/2406.06608)

A broad research taxonomy for comparing prompting techniques and finding their sources.

Advanced · West · open resource · en 

- 

### [DSPy](/prompting/prompt-optimization/stanford-dspy/index.md)

by [Stanford NLP](https://dspy.ai/current/)

Build modular model programs and improve them against a metric.

Advanced · West · open resource · en 

- 

### [Self-Consistency Improves Chain of Thought Reasoning in Language Models](/prompting/reasoning-and-structured-output/wang-self-consistency/index.md)

by [Xuezhi Wang et al.](https://arxiv.org/abs/2203.11171)

Sample several reasoning paths and take the majority answer.

Advanced · West · open resource · en 

- 

### [Chain-of-Thought Prompting Elicits Reasoning in Large Language Models](/prompting/reasoning-and-structured-output/wei-chain-of-thought-prompting/index.md)

by [Jason Wei et al.](https://arxiv.org/abs/2201.11903)

Early research on using worked reasoning examples to improve performance on reasoning tasks.

Advanced · West · open resource · en 

- 

### [Tree of Thoughts: Deliberate Problem Solving with Large Language Models](/prompting/reasoning-and-structured-output/yao-tree-of-thoughts/index.md)

by [Shunyu Yao et al.](https://arxiv.org/abs/2305.10601)

Search over branching reasoning steps; basis for many planning approaches.

Advanced · West · open resource · en 

## Evaluation

- 

### [AI Evals FAQ](/evaluation/application-evals/hamel-husain-ai-evals-faq/index.md)

by [Hamel Husain and Shreya Shankar](https://hamel.dev/blog/posts/evals-faq/)

Practical answers about error analysis, annotation and reliable evaluators.

Intermediate · West · closed resource · en 

- 

### [Your AI Product Needs Evals](/evaluation/application-evals/hamel-husain-your-ai-product-needs-evals/index.md)

by [Hamel Husain](https://hamel.dev/blog/posts/evals/)

Build a feedback loop from real failures, not general benchmark scores.

Intermediate · West · closed resource · en 

- 

### [SWE-bench Leaderboards](/evaluation/agent-evals/swe-bench-team-swe-bench-leaderboards/index.md)

by [SWE-bench team (Princeton/Stanford)](https://www.swebench.com/)

Understand coding-agent scores in terms of resolved repository tasks.

Intermediate · West · closed resource · en 

- 

### [lm-evaluation-harness](/evaluation/eval-harnesses/eleutherai-lm-evaluation-harness/index.md)

by [EleutherAI](https://github.com/EleutherAI/lm-evaluation-harness)

Run model benchmarks through reusable task and backend interfaces.

Advanced · West · open resource · en 

- 

### [Evaluating the Effectiveness of LLM-Evaluators (LLM-as-Judge)](/evaluation/llm-as-judge/eugene-yan-evaluating-the-effectiveness-of-llm-evaluators/index.md)

by [Eugene Yan](https://eugeneyan.com/writing/llm-evaluators/) [@eugeneyan](https://twitter.com/eugeneyan)

Compare model-based graders against the judgments they must approximate.

Advanced · West · closed resource · en 

- 

### [simple-evals](/evaluation/eval-harnesses/openai-simple-evals/index.md)

by [OpenAI](https://github.com/openai/simple-evals)

Read reference evaluation code with an explicit maintenance caveat.

Advanced stale · West · open resource · en 

- 

### [Inspect](/evaluation/eval-harnesses/uk-ai-security-institute-inspect/index.md)

by [UK AI Security Institute and Meridian Labs](https://inspect.aisi.org.uk/)

Compose evaluation datasets, agents, tools and scorers.

Advanced · West · closed resource · en 

## Foundations

- 

### [The Illustrated Transformer](/foundations/llm-fundamentals/jay-alammar-the-illustrated-transformer/index.md)

by [Jay Alammar](https://jalammar.github.io/illustrated-transformer/)

See how attention and encoder-decoder blocks fit together.

Beginner · West · closed resource · en 

- 

### [Neural Networks: Zero to Hero](/foundations/courses-and-learning-paths/andrej-karpathy-neural-networks-zero-to-hero/index.md)

by [Andrej Karpathy](https://karpathy.ai/zero-to-hero.html) [@karpathy](https://twitter.com/karpathy)

Learn neural networks by implementing them in Python.

Intermediate · West · closed resource · en 

- 

### [Hugging Face LLM Course](/foundations/courses-and-learning-paths/hugging-face-hugging-face-llm-course/index.md)

by [Hugging Face](https://huggingface.co/learn/llm-course)

A structured route through the Hugging Face ecosystem.

Intermediate · other · open resource · en 

- 

### [LLMs-from-scratch (book code)](/foundations/from-scratch-implementations/sebastian-raschka-llms-from-scratch/index.md)

by [Sebastian Raschka](https://github.com/rasbt/LLMs-from-scratch)

Follow a GPT implementation rather than treating the model as a black box.

Intermediate · West · closed resource · en 

- 

### [Applied LLMs: What We've Learned From A Year of Building with LLMs](/foundations/practitioner-overviews/yan-bischof-frye-husain-liu-shankar-applied-llms-what-we-ve-learned-from-a-year-of-building-with-llms/index.md)

by [Yan, Bischof, Frye, Husain, Liu, Shankar](https://applied-llms.org/)

Cross-functional lessons from building language-model applications.

Intermediate · West · closed resource · en 

- 

### [Lil'Log](/foundations/practitioner-overviews/lilian-weng-lil-log/index.md)

by [Lilian Weng](https://lilianweng.github.io/) [@lilianweng](https://twitter.com/lilianweng/)

Research learning notes that connect methods to their literature.

Advanced · West · closed resource · en 

## Model Training

- 

### [Qwen2.5 LoRA fine-tuning walkthrough (Chinese)](/model-training/fine-tuning/datawhale-qwen25-lora/index.md)

by [Datawhale self-llm contributors](https://github.com/datawhalechina/self-llm)

Follow a concrete Chinese LoRA recipe from instruction records to a trained adapter and inference.

Intermediate · CN · open resource · zh 

- 

### [ruGPT training and fine-tuning examples](/model-training/fine-tuning/ai-forever-rugpt-training/index.md)

by [SberDevices / ai-forever](https://github.com/ai-forever/ru-gpts)

Inspect Russian-model fine-tuning and pretraining scripts, with explicit warnings about the legacy environment.

Advanced · RU · open resource · en 

- 

### [GigaChat Family: Efficient Russian Language Modeling Through Mixture of Experts Architecture](/model-training/pretraining/gigachat-family-moe-training-report/index.md)

by [GigaChat team / SaluteDevices](https://arxiv.org/abs/2506.09440v1)

Study a Russian-origin model team’s account of mixture-of-experts architecture, pretraining and evaluation.

Advanced · RU · open resource · en 

- 

### [LlamaFactory](/model-training/fine-tuning/hiyouga-llamafactory/index.md)

by [hiyouga (Yaowei Zheng) et al.](https://github.com/hiyouga/LlamaFactory)

Compare adaptation methods within a shared training interface.

Advanced · CN · open resource · en 

- 

### [TRL - Transformers Reinforcement Learning](/model-training/post-training-rl/hugging-face-trl-transformers-reinforcement-learning/index.md)

by [Hugging Face](https://huggingface.co/docs/trl/index)

Find training interfaces for supervised and preference-based adaptation.

Advanced · other · closed resource · en 

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