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[Blog Post] Solving Context Overflow: How OpenSearch Agents Stay Smart in Long Conversations#4063

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mingshl wants to merge 3 commits intoopensearch-project:mainfrom
mingshl:context-management
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[Blog Post] Solving Context Overflow: How OpenSearch Agents Stay Smart in Long Conversations#4063
mingshl wants to merge 3 commits intoopensearch-project:mainfrom
mingshl:context-management

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@mingshl
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@mingshl mingshl commented Jan 26, 2026

Description

introducing context management feature in 3.5

Issues Resolved

Closes #3947

Check List

  • [x ] Commits are signed per the DCO using --signoff

By submitting this pull request, I confirm that my contribution is made under the terms of the BSD-3-Clause License.

Signed-off-by: Mingshi Liu <mingshl@amazon.com>
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Thank you for submitting a blog post!

The blog post review process is: Submit a PR -> (Optional) Peer review -> Doc review -> Editorial review -> Marketing review -> Published.

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Hi @mingshl,

It looks like you're adding a new blog post but don't have an issue mentioned. Please link this PR to an open issue using one of these keywords in the PR description:

  • Closes #issue-number
  • Fixes #issue-number
  • Resolves #issue-number

If an issue hasn't been created yet, please create one and then link it to this PR.

Signed-off-by: Mingshi Liu <mingshl@amazon.com>
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@brianf-aws brianf-aws left a comment

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I left some clarifying questions

• **Implement advanced activation rules** with machine learning-based triggers
• **Create context managers** that integrate with external knowledge bases or vector stores

The OpenSearch community welcomes contributions! Whether you have ideas for new context optimization strategies or want to extend the hook system, check out our [contribution guidelines](https://github.com/opensearch-project/ml-commons/blob/main/CONTRIBUTING.md) and join the conversation on [
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seems we dont have any contribution guidlines not sure if its worth linking?

@kolchfa-aws kolchfa-aws self-assigned this Jan 28, 2026
@kolchfa-aws kolchfa-aws added the Tech review The blog is under tech review label Jan 28, 2026
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@rithin-pullela-aws rithin-pullela-aws left a comment

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Thanks for the PR Mingshi, one small comment, rest all look good to me.

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pajuric commented Feb 4, 2026

@mingshl - Please advise when this is ready for tech review.

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pajuric commented Mar 17, 2026

@mingshl - Just following up here.

Signed-off-by: Mingshi Liu <mingshl@amazon.com>
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mingshl commented Mar 25, 2026

@mingshl - Just following up here.
Thanks for being patience. It's ready for tech review.

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mingshl commented Mar 30, 2026

@kolchfa-aws can we get this out? thank you!

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pajuric commented Mar 30, 2026

@kolchfa-aws - If possible, can you give this a review.

@kolchfa-aws kolchfa-aws added Doc review The blog is under doc review and removed Tech review The blog is under tech review labels Mar 30, 2026
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[BLOG] Apply Context Engineering to AI Agents

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