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Multi-source AI news clustered, deduplicated, and scored 0–100 across authority, cluster strength, headline signal, and time decay.

  1. I Refused to Write Specs Until Claude Code Generated Wrong Code Three Times

    A developer recounts their experience using Claude Code for a discount system, which repeatedly generated flawed logic for stackable discounts. After struggling with prompt-based generation, they adopted a spec-driven approach using OpenAPI and Gherkin files. This method, taking only fifteen minutes to define, allowed Claude Code to generate a more accurate implementation, highlighting the value of upfront specification over iterative prompting for complex logic. AI

    I Refused to Write Specs Until Claude Code Generated Wrong Code Three Times

    IMPACT Highlights the ongoing challenge of achieving reliable complex logic from AI coding assistants and the potential benefits of structured specification.