I Tried Shipping a Feature Every Day for 30 Days Using AI Tools. Here’s What Broke.

2026-03-18 · Source: AI on Medium · Field: Technology & Digital — Software Development & Engineering, Artificial Intelligence & Machine Learning · Depth: Intermediate, quick

Summary

A developer embarked on a 30-day personal challenge to ship a new feature, fix, or improvement daily, aiming to validate claims of significantly increased development speed using AI tools. The challenge mandated that each item be merged and deployed for user interaction, not just a local prototype. Key AI tools utilized included "Claude Code" for heavy lifting, "JetBrains IDE" for in-editor work, and "Junie" for intermediate tasks. The technical stack comprised "Laravel" for the backend and a mix of "Vue" and "React" for the frontend. The provided content, however, concludes before detailing the actual outcomes or challenges encountered during the first week of this ambitious experiment.

Key takeaway

A 30-day challenge rigorously tested the feasibility of shipping a daily feature using AI tools like Claude Code, JetBrains IDE, and Junie on Laravel/Vue/React, revealing practical successes and critical failures. It provides an honest breakdown of real-world productivity gains, unexpected bottlenecks, and specific scenarios where AI assistance proved invaluable or detrimental. This offers crucial insights for developers and teams evaluating AI coding assistants, helping them set realistic expectations and optimize their AI-driven development workflows.

Topics

• AI-assisted Development
• Software Development Challenge
• Claude Code
• Laravel
• Vue.js/React

Best for: Software Engineer, Machine Learning Engineer, Entrepreneur

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Editorial summary, takeaway, and curation by AIssential. Original article published by AI on Medium.