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AI drafts X articles, human selects top 5% for quality

The author details a system for mass-producing long-form articles for X (formerly Twitter) using Claude Code, while maintaining quality through a "5% human check." The process involves Claude generating drafts and self-scoring them, with only those scoring above a 7.0 average passing to a human reviewer. This human reviewer then selects the top-tier (9/10) articles for publication, ensuring that the content retains a personal touch and doesn't feel generic. The system is managed via shell scripts and cron jobs, with specific configurations for model choice, generation timeout, and quality thresholds. AI

IMPACT This approach could streamline content creation for social media platforms, balancing AI efficiency with human oversight for quality.

RANK_REASON The item describes a specific application of an AI model (Claude Code) to automate content creation for a platform (X), detailing the technical setup and a quality control mechanism.

Read on dev.to — Claude Code tag →

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AI drafts X articles, human selects top 5% for quality

COVERAGE [1]

  1. dev.to — Claude Code tag TIER_1 English(EN) · Lily ·

    Mass-Producing Long-Form X Articles With a 5% Human Check: Only the 9/10s Get Through

    <p>If you let AI write your posts, what you get is an endless stream of articles that look fine but leave nothing behind once you've finished reading. This is part of my ongoing series on building automation infrastructure for shipping personal projects at scale with Claude Code.…