# How AI assistance impacts the formation of coding skills

By Saurabh Kumar · TIL note, Jan 31, 2026 · Tags: ai

Source: https://saurabh-kumar.com/til/1769860800/

Notes on "How AI assistance impacts the formation of coding skills" [Article](https://www.anthropic.com/research/AI-assistance-coding-skills) [HN](https://news.ycombinator.com/item?id=46820924)
- AI speeds up coding but reduces deep understanding and mastery
- Juniors (1-3 years experience) showed speed improvements with AI, but 4+ year developers showed no difference
- Modern software work is more about requirements, specs, documentation, and communication than raw coding skill
- Small sample size (n<8) and study design limitations make results questionable
- Takeaways:
  1. **Use AI for high-scoring interaction patterns**: Ask conceptual questions and request explanations rather than just code generation
  2. **Adopt AI for documentation and specs**: Multiple developers report dramatic improvements in tickets, PRs, and documentation quality
  3. **Be deliberate about learning**: If using AI, actively practice explaining concepts and avoid pure copy-paste workflows
  4. **Use AI to reduce grunt work**: Let it handle boilerplate, test writing, and repetitive tasks while focusing on architecture and requirements
- **The research confirms what many suspected: AI coding assistants create a real trade-off between speed and skill development, but the practical significance is hotly contested.** The critical question isn't whether AI reduces learning (it does), but whether deep coding skill remains as valuable as expressing requirements clearly—and whether we're comfortable with a generation of developers who can't function without AI assistance.