The Programming Podcast Do You Actually Need to Learn Coding Anymore? (Has AI taken this away from us)
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Mar 19, 2026 A debate on whether learning coding fundamentals still matters in the age of AI. They explore how AI changes hiring, the rise of AI-augmented junior engineers, and when relying on AI creates bugs. Practical roadmaps and warnings about using AI too early round out the conversation.
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AI Speeds Work But Breaks Things Without Human Oversight
- AI accelerates shipping but increases likelihood of fragile, buggy production if humans aren't supervising the architecture.
- Leon Noel's daylight savings bug example shows AI-written features can break cron jobs when no engineer understands the system design.
Quantity Of AI Code Has Exploded But Strategy Lags
- Much more code is AI-generated so claims like "AI will write 90% of code" reflect output volume, not quality or organizational readiness.
- Danny Thompson notes job descriptions mentioning AI jumped massively in 2025, showing demand even if companies lack mature AI strategies.
Master Fundamentals Then Add AI Skills
- Learn fundamentals first, then layer AI on top to amplify results and avoid costly mistakes.
- Leon Noel cites the Work Trend Index: 71% of leaders prefer less experienced AI-skilled candidates over more experienced non-AI ones.
