Let's Do DevOps

Let’s Do DevOps

🔥How AI Robot Build Institutional Knowledge Over Time🔥

aka, write that doe Zhu Li

Kyler Middleton's avatar
Kyler Middleton
Oct 20, 2026
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This blog series focuses on presenting complex DevOps projects as simple and approachable via plain language and lots of pictures. You can do it!

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Hey all!

This is the last article in the series on multi-agent orchestration with Claude Code.

We’ve covered, a lot!

  • Article 1 - We built the orchestrator pattern

  • Article 2 - Designed the agents

  • Article 3 - Wrote deployment skills

  • Article 4 - Wired it all into a single SDLC command that goes from Jira ticket to production

  • Article 5 (this article) - How agents remember what they learn so they stop making the same mistakes every session

Like this:

It’s notable that this pattern has been somewhat replaced by the Memory advancements that Claude Code has implemented, but Claude often forgets to put things into memory, and this type of scribe system still has great benefit.

It’s also relevant that Claude memories can’t yet be shared with your team, whereas agent notebooks easily can.

Every Session Starts From Zero

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