Machine Learning Tech Brief By HackerNoon

My 2-Cents to improve Opus Plans


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This story was originally published on HackerNoon at: https://hackernoon.com/my-2-cents-to-improve-opus-plans.


A Python CLI that adds an external Kimi K2.5 review step to Claude Code plans, with a hook to make it mandatory. Real bugs caught for a few cents per review.
Check more stories related to machine-learning at: https://hackernoon.com/c/machine-learning.
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This story was written by: @thomashoussin. Learn more about this writer by checking @thomashoussin's about page,
and for more stories, please visit hackernoon.com.


A cheap external reviewer for Claude Code plans. A Python CLI sends your plan to Kimi K2.5 for critique before implementation, and a Claude Code hook makes the review mandatory. A few cents per review, real bugs caught.

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