Sitemap
Data Science Collective

Advice, insights, and ideas from the Medium data science community

Member-only story

Coding In 2026 Doesn’t Look Anything Like 2019

11 min readAug 10, 2026

--

Press enter or click to view image in full size
Coding In 2026 Doesn’t Look Anything Like 2019 How the AI Era is Rotting Our Engineering Fundamentals and What 3 days of burning through Claude Code taught me about where our careers are actually headed

Non-menber Link

Three days. That’s how long it took me to burn through $200 in API costs on top of my $100 Claude max plan while working on a client’s project to get a production-ready RAG system completed. The deadline was getting close, and I’d already exhausted my weekly quota before that. At one point, I was just sitting there watching the bill go up and thinking, this is insane. And then I realized this is also exactly how the job works now.

That week gave me a kind of AI psychosis (the cognitive shock), in a good way, not the panic kind. The kind where you suddenly see how fast the ground has shifted under a role you’ve spent years building. Coding in 2026 is not coding in 2019. It’s not even close. And most of the conversation happening online about this still hasn’t caught up to what’s actually true on the ground.

Here’s what I mean, and why it matters for anyone building a career in this field right now.

Teams Are Getting Smaller, Not Bigger

--

--

I write about LLMs, AI agents, RAG, evals, Dev Careers and the engineering behind production AI systems, with focus on things tutorials usually skip.

See more from me

Data Science Collective
Data Science Collective

Published in Data Science Collective

Advice, insights, and ideas from the Medium data science community