Context Engineering
Select, retrieve and maintain information across model calls.
- Context Management (5)
- Retrieval And Rag (89)
- Memory (1)
- Agent Instruction Files (2)
- Loop Engineering (1)
98 resources · page 2 of 4
Using GitHub Copilot code review
Creator not supplied; see original source.
GitHub documentation on requesting pull-request code reviews from GitHub Copilot.
Resolving code scanning alerts (GitHub Docs)
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GitHub documentation on viewing, fixing and dismissing code scanning alerts, including Copilot Autofix.
Equipping agents for the real world with Agent Skills
by Anthropic
Packaging instructions and scripts as loadable skills.
Introducing Contextual Retrieval (Anthropic)
Creator not supplied; see original source.
Anthropic announcement of Contextual Retrieval, combining contextual embeddings, BM25 and reranking, with measured retrieval gains.
Effective context engineering for AI agents
by Anthropic
Treats context as a finite budget: compaction, notes, sub-agents.
Argilla documentation
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Argilla documentation: open-source tool for collaborative data annotation and dataset curation for LLMs.
Copilot in Power BI tutorial: Explore data and gain insights
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Microsoft tutorial on using Copilot in Power BI to explore report data and create summaries.
Diagnosing CI test failures (GitHub Copilot Chat Cookbook)
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GitHub Copilot cookbook guide on using Copilot CLI to pull CI logs, match failures to local code and fix them.
Grafana Assistant Investigations
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Grafana Cloud documentation on Grafana Assistant investigations for diagnosing production incidents across signals.
Databricks: Add AI-generated comments to Unity Catalog objects
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Databricks documentation on AI-generated comments for Unity Catalog tables and columns.
Datasette LLM documentation
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Documentation for Simon Willison's LLM, a CLI tool and Python library for prompting many models with plugins and logged conversations.
Cleanlab: Classification with Tabular Data using Scikit-Learn and Cleanlab
Creator not supplied; see original source.
Cleanlab tutorial on finding label errors in tabular classification data with scikit-learn models.
DVC documentation
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DVC documentation: open-source tool for versioning data, models and ML pipelines alongside Git.
LiteRT: Get started with microcontrollers
Creator not supplied; see original source.
Google AI Edge guide to running LiteRT neural-network inference on microcontrollers.
FastGPT docs: dataset engine
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FastGPT documentation in Chinese on its knowledge-base engine: how documents are indexed and retrieved for RAG.
SDV: CTGANSynthesizer
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Synthetic Data Vault documentation for CTGANSynthesizer, a GAN-based generator of synthetic tabular data.
Haystack by deepset
Creator not supplied; see original source.
Haystack documentation: deepset's open-source framework for building RAG pipelines and AI agents.
Hugging Face Hub documentation
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Hugging Face Hub documentation: repositories, model cards, datasets, Spaces and gated access.
Jason Liu RAG writing
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Jason Liu's essays on RAG systems: evaluation, failure modes and lessons from coding-agent teams.
Upgrading Java versions with Amazon Q Developer
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AWS documentation on upgrading Java application versions with Amazon Q Developer code transformation.
Label Studio documentation
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Label Studio documentation: open-source tool for labelling text, image, audio and video data for ML.
Letta documentation
by Letta
Explore documentation for agents that keep state across interactions.
LlamaIndex documentation
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LlamaIndex documentation: open-source framework for data ingestion, retrieval and document agents, plus LlamaParse.
Microsoft Presidio
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Microsoft Presidio documentation: open-source PII detection and anonymisation for text, images and structured data.
Snowflake Cortex Analyst tutorial: time-series revenue data
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Snowflake tutorial using Cortex Analyst to answer natural-language questions over time-series revenue data with SQL.
AI-Network-Troubleshooting-PoC (Cisco Code Exchange)
Creator not supplied; see original source.
Cisco Code Exchange entry for a proof-of-concept that uses AI agents and telemetry to troubleshoot network faults.
Nomic blog
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Nomic blog with posts on its embedding models, data mapping tools and company updates.
RAG survey (Gao et al.)
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arXiv paper (2023) surveying retrieval-augmented generation for LLMs with a naive, advanced and modular RAG taxonomy.
Ragas
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Ragas documentation: open-source framework with metrics for evaluating RAG and LLM applications.
aider docs: Usage
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Aider usage documentation: how to add files, chat and edit code in a git repo, including with local models.
Context Engineering for Agents
by Lance Martin
Write/select/compress/isolate taxonomy of context strategies.
Scale AI blog
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Scale AI blog with company updates and articles on data labelling, evaluation and AI research.