Member-only story
A memory system, five parallel code reviewers, and a plugin that refuses to over engineer β hereβs 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 β again β because it forgot5. Repeat tomorrow
I wasnβt pairing with an AI engineer. I was onboarding an intern with amnesia, every single day.
Hereβs the loop, visually:
βββββββββββββββ βββββββββββββββββ ββββββββββββββββββ β Describe β --> β Generate β --> β Manual Review β β the task β β the code β β (all of it) β βββββββββββββββ βββββββββββββββββ ββββββββββ¬ββββββββ β² β β Context is gone. β βββββββββββββββββββββββββββββββββββββββββββββ (next session starts from zero)
Then I installed five Claude Code plugins, and the loop didnβt just improve. It restructured entirely:
source & further reading
pub.towardsai.net β original article
The Numbers That Never Sleep: Building a $10,000/Month Solo Bookkeeping Business with Claude
Databricks Benchmarked Coding Agents on Its Own Codebase. The Results Should Change How You Buy
How Deep Research Agents Turn Complex Questions Into Trusted Answers