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Stop Prompting, Start Pairing: How to Actually Get Better at Code by Working With AI Agents

Description and use

<p>I've been writing code for more than 20 years: PHP, Drupal, TypeScript, cloud infrastructure, and now LLM serving for an agentic IDE I'm building. Over the last year of working with coding agents every day, I've seen developers split into two groups:</p> <ul> <li> <strong>Developers who got sharper.</strong> They understand more languages, make better architecture decisions, and review code faster.</li> <li> <strong>Developers who got rusty.</strong> They ship more code than ever, but they couldn't explain half of it without the agent open. The tool isn't the difference. Both groups use the

Problem

<p>I've been writing code for more than 20 years: PHP, Drupal, TypeScript, cloud infrastructure, and now LLM serving for an agentic IDE I'm building. Over the last year of working with coding agents every day, I've seen developers split into two groups:</p> <ul> <li> <strong>Developers who got sharper.</strong> They understand more languages, make better architecture decisions, and review code faster.</li> <li> <strong>Developers who got rusty.</strong> They ship more code than ever, but they couldn't explain half of it without the agent open. The tool isn't the difference. Both groups use the

Outcome

<p>I've been writing code for more than 20 years: PHP, Drupal, TypeScript, cloud infrastructure, and now LLM serving for an agentic IDE I'm building. Over the last year of working with coding agents every day, I've seen developers split into two groups:</p> <ul> <li> <strong>Developers who got sharper.</strong> They understand more languages, make better architecture decisions, and review code faster.</li> <li> <strong>Developers who got rusty.</strong> They ship more code than ever, but they couldn't explain half of it without the agent open. The tool isn't the difference. Both groups use the

Evidence

Stop Prompting, Start Pairing: How to Actually Get Better at Code by Working With AI Agents

Source

  • Record date: 2026-09-17T00:30:25.885Z