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A memory system, five parallel code reviewers, and a plugin that refuses to over engineer — here’s what changed when I stopped treating Claude Code like a single assistant. #
Three months ago, every session with Claude Code followed the same loop:
1. Describe the feature2. Watch it generate 300 lines of code3. Review all of it manually4. Re-explain the architecture — again — because it forgot5. Repeat tomorrow
I wasn’t pairing with an AI engineer. I was onboarding an intern with amnesia, every single day.
Here’s the loop, visually:
┌─────────────┐ ┌───────────────┐ ┌────────────────┐ │ Describe │ --> │ Generate │ --> │ Manual Review │ │ the task │ │ the code │ │ (all of it) │ └─────────────┘ └───────────────┘ └────────┬───────┘ ▲ │ │ Context is gone. │ └───────────────────────────────────────────┘ (next session starts from zero)
Then I installed five Claude Code plugins, and the loop didn’t just improve. It restructured entirely:
source & further reading
pub.towardsai.net — original article
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