[New Post] From Load Balancing to Self-Healing: Progressive KV Cache Architecture for DeepSeek-V3.2 on AMD Instinct

[github-actions]

📝 Blog Post Pull Request

Hello @mpashkovskii,

This is the pull request for your blog post and closes #380. The automated system has created the initial blog structure for you.

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LEGAL REVIEW - REQUIRED BEFORE PUBLICATION

Caution

BLOCKING: Your blog WILL NOT be published until ALL items below are checked.
A CI check enforces this requirement. The PR cannot be merged with an incomplete legal review.

• Legal self review completed - AMD Employees: Complete traffic lights review
• Performance claims cleared - If the blog contains ANY performance benchmarks, comparisons, or claims, you MUST obtain legal clearance before publication.
  • Any claim that references performance or improvements should either be:
    - Backed up with measurements and a % improvement, with the required legal claim/footnote.
    - Highlight what we enabled and what it was intended to do without making claims about what the improvement is relative to (unless there is a measured performance claim).
• License check - Verified all licenses for code, images, and third-party content are correct and properly attributed.

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📋 Next Steps

Please continue working on the blog via the pull request. You can:

• Review the metadata carefully for any mistakes or adjustments needed
• Edit the content in the Markdown files to complete your blog post
• Request reviews from team members when ready
• Address any feedback before final publication

✅ Content Checklist

• Content follows ROCm Tech Blogs Style Guide
• Post aligns with Diataxis framework guidelines
• All images/diagrams are properly attributed and have alt text
• Code samples (if any) are tested and properly formatted
• Technical accuracy verified
• No confidential information included
• Reviewed recently published blog posts and existing Pull Requests to confirm there are no published or in-flight posts on this same topic

✅ Signoffs and Approvals

Please complete the steps below to the best of your ability. This section must be completed before publishing.

• Technical reviewer approval
• Editorial team approval
• Thumbnail: Thumbnail image for blog post included in PR
• Post description: Provide a 2-3 line summary that grabs the reader's attention:

✅ Blog Author/Team Signoffs

• Post-review changes: Confirm that changes from technical review and editorial feedback have been made
• All sections above are completed
• Content is in final draft state
• Images/assets are optimized and properly placed
• Linter checks are passing

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Generated By: GitHub Issue #380
Creation Date: Jun 02, 2026
Corresponding Jira Ticket: No response

[mpashkovskii]

It is still WIP