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# Context Engineering for advanced learners

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

49 resources · page 2 of 2

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### [Ai2 model cards and datasets](/context-engineering/retrieval-and-rag/ai2-model-cards-and-datasets/index.md)

Creator not supplied; see original source.

Ai2's Hugging Face organisation page listing its model checkpoints, model cards and datasets, including OLMo.

Advanced · unknown · unknown resource · en 

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### [Alibi Detect](/context-engineering/retrieval-and-rag/alibi-detect/index.md)

Creator not supplied; see original source.

Alibi Detect documentation: Python library for outlier, adversarial and data-drift detection in ML systems.

Advanced · unknown · unknown resource · en 

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### [Effective harnesses for long-running agents](/context-engineering/loop-engineering/anthropic-effective-harnesses-long-running-agents/index.md)

by [Anthropic](https://www.anthropic.com/engineering/effective-harnesses-for-long-running-agents)

Harness design for agents that work across many context windows.

Advanced · West · closed resource · en 

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### [Context Rot: How Increasing Input Tokens Impacts LLM Performance](/context-engineering/context-management/chroma-context-rot/index.md)

by [Chroma](https://www.trychroma.com/research/context-rot)

Measures how output quality drops as input length grows.

Advanced · West · closed resource · en 

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### [Cleanlab documentation](/context-engineering/retrieval-and-rag/cleanlab-documentation/index.md)

Creator not supplied; see original source.

Cleanlab documentation: open-source library for finding label errors and data issues in ML datasets.

Advanced · unknown · unknown resource · en 

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### [Datasheets for Datasets](/context-engineering/retrieval-and-rag/datasheets-for-datasets/index.md)

Creator not supplied; see original source.

Microsoft Research page for Datasheets for Datasets, proposing standard documentation for ML datasets.

Advanced · unknown · unknown resource · en 

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### [LanceDB documentation](/context-engineering/retrieval-and-rag/lancedb-documentation/index.md)

Creator not supplied; see original source.

LanceDB documentation: multimodal lakehouse and vector database for AI data, with versioned tables and retrieval.

Advanced · unknown · unknown resource · en 

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### [LLM-jp corpora (GitLab)](/context-engineering/retrieval-and-rag/llm-jp-corpora-gitlab/index.md)

Creator not supplied; see original source.

LLM-jp datasets on the NII GitLab: open Japanese pretraining corpora.

Advanced · unknown · unknown resource · ja 

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### [A Survey of Context Engineering for LLMs (arXiv 2507.13334)](/context-engineering/context-management/mei-et-al-a-survey-of-context-engineering-for-llms/index.md)

by [Mei et al. (Chinese Academy of Sciences et al.)](https://arxiv.org/abs/2507.13334)

A research map of retrieval, context processing and memory systems.

Advanced · CN · closed resource · en 

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### [NeurIPS paper checklist](/context-engineering/retrieval-and-rag/neurips-paper-checklist/index.md)

Creator not supplied; see original source.

NeurIPS paper checklist covering assumptions, limitations, experimental details, reproducibility and broader impacts.

Advanced · unknown · unknown resource · en 

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### [RAG Techniques](/context-engineering/retrieval-and-rag/nirdiamant-rag-techniques/index.md)

by [Nir Diamant and contributors](https://github.com/NirDiamant/RAG_Techniques)

Compare retrieval designs through code-oriented examples.

Advanced · other · closed resource · en 

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### [Qdrant documentation](/context-engineering/retrieval-and-rag/qdrant-documentation/index.md)

Creator not supplied; see original source.

Qdrant documentation: vector search engine with quickstarts, filtering, hybrid search and deployment guides.

Advanced · unknown · unknown resource · en 

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### [Retrieval-Augmented Generation](/context-engineering/retrieval-and-rag/retrieval-augmented-generation/index.md)

Creator not supplied; see original source.

arXiv paper (2020) "Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks", introducing retrieval-augmented generation (RAG).

Advanced · unknown · unknown resource · en 

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### [RL environments for LLM agents: Design, rewards, and validation (Snorkel)](/context-engineering/retrieval-and-rag/snorkel-rl-environments-for-llm-agents-design-rewards-validation/index.md)

Creator not supplied; see original source.

Snorkel AI post on designing RL environments for LLM agents: state, actions, rewards and validation.

Advanced · unknown · unknown resource · en 

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### [Partial Credit in RL: When It Opposes Completion (Snorkel)](/context-engineering/retrieval-and-rag/snorkel-when-partial-credit-opposes-completion/index.md)

Creator not supplied; see original source.

Snorkel AI post on how partial-credit rewards in reinforcement learning can work against task completion.

Advanced · unknown · unknown resource · en 

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### [Training Compute-Optimal Large Language Models](/context-engineering/retrieval-and-rag/training-compute-optimal-large-language-models/index.md)

Creator not supplied; see original source.

arXiv paper (2022) "Training Compute-Optimal Large Language Models", describing Chinchilla and compute-optimal model size versus training tokens.

Advanced · unknown · unknown resource · en 

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### [Weaviate documentation](/context-engineering/retrieval-and-rag/weaviate-documentation/index.md)

Creator not supplied; see original source.

Weaviate documentation: open-source vector database with guides on indexing, search and RAG pipelines.

Advanced · unknown · unknown resource · en 

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