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docs(design): context management design document #546

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dbschmigelski merged 2 commits intostrands-agents:mainfrom
dbschmigelski:context-management
Mar 6, 2026
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docs(design): context management design document #546
dbschmigelski merged 2 commits intostrands-agents:mainfrom
dbschmigelski:context-management

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This PR introduces a design document that explores how we can improve context management in Strands Agents.

Today, when conversations grow long or tool results get large, our options are limited: sliding window drops messages permanently, summarization loses detail over time, and there's no way to retrieve content once it leaves the active window.

This document lays out a direction for doing better, organized around three tracks: making conversation context recoverable instead of permanently lost, reducing the overhead of tool definitions that get sent with every request regardless of relevance, and giving agents the ability to delegate work to keep their own context window clean.

The ideas draw from research like MemGPT and Recursive Language Models, and the document is meant to guide the work ahead, individual features will get their own design docs as we go. The goal is to agree on the problems that should be solved and the mechanism that can solve them, without focussing on exact syntax.

@dbschmigelski dbschmigelski changed the title Create 0003-context-management.md docs(design): context management design document Feb 13, 2026
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Preview URL: https://d3ehv1nix5p99z.cloudfront.net/pr-546/

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/strands review

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Assessment: Comment

This is a well-researched design document that provides a thoughtful strategic direction for context management in Strands Agents. The document effectively synthesizes academic research (MemGPT, Recursive Language Models) with practical industry examples and aligns well with SDK tenets.

Review Summary
  • Template Alignment: The document structure differs from the standard design template in designs/README.md (missing Status/Date/Issue metadata, Developer Experience, Alternatives Considered sections). Given this is explicitly a "high-level roadmap, not a detailed implementation spec" this may be intentional - but consider whether adding the metadata fields would help track the document's lifecycle.

  • Formatting: A few minor structural inconsistencies in Track 2 section where some headings are missing markers or inline with content.

The design principles, research foundations, and prioritized work plan are well-articulated. 👍

zastrowm
zastrowm previously approved these changes Feb 13, 2026
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Comment thread designs/0003-context-management.md
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Noting that Skills over MCP seems like an interesting standardization opportunity https://github.com/modelcontextprotocol/experimental-ext-skills

- Fix missing period in overview paragraph
- Add heading markers for Dynamic Tool Loading and Autonomous Approach
- Separate Autonomous Approach heading from inline paragraph content
- Update "Hooks" to "Plugins" in Design Principle #1
- Convert work plan from numbered list to table format
- Move Autonomous delegation meta-tool up in priority (standalone, customer-requested)
- Update Context navigation meta-tools size from L to S
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Documentation Deployment Complete

Your documentation preview has been successfully deployed!

Preview URL: https://d3ehv1nix5p99z.cloudfront.net/pr-546/

@dbschmigelski dbschmigelski merged commit f5be698 into strands-agents:main Mar 6, 2026
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3 participants