The AI Skills Software Engineers Need to Learn Now
Beyond Coding7 Tammi

The AI Skills Software Engineers Need to Learn Now

Software engineers often think adding AI is just a simple API call, but moving from a Proof of Concept to a stable production system requires a completely different mindset.

Maria Vechtomova breaks down the harsh reality of MLOps, why rigorous evaluation is non-negotiable, and why autonomous agents are riskier than you think.


In this episode, we cover:

  • The essential MLOps principles every software engineer must learn
  • How to bridge the gap between a demo and a production-grade solution
  • Strategies for evaluating agents and detecting model drift
  • The security risks of customer service agents and prompt injection
  • Practical tips for using AI tools to boost your own productivity

Connect with Maria:

https://www.linkedin.com/in/maria-vechtomova


Timestamps:

00:00:00 - Intro

00:01:25 - Why the AI Hype Was Actually Good for Monitoring

00:03:07 - Real-World AI Use Cases That Deliver Actual Value

00:05:16 - MLOps Basics Every Software Engineer Needs to Know

00:08:08 - The Hidden Complexity of Deploying Agents to Production

00:12:02 - Minimum Requirements for Moving from PoC to Production

00:15:41 - Step-by-Step Guide to Evaluating AI Features Before Launch

00:18:08 - How to Handle Data Labeling and Drift Detection

00:21:55 - Why You Likely Need Custom Tools for Monitoring

00:24:56 - Why Engineers Build AI Features They Don't Need

00:26:01 - How Software Engineers Can Learn Data Science Principles

00:31:36 - The Dangerous Security Risks of Autonomous Customer Service Agents

00:34:44 - Why Human-in-the-Loop is Essential for Avoiding Reputational Damage

00:36:18 - Boosting Developer Productivity with Opinionated AI Prompts

00:39:20 - Using Voice Notes and AI to Organize Your Life


#MLOps #SoftwareEngineering #ArtificialIntelligence

Jaksot(238)

Why Coding Skills Won’t Get You To Staff Engineer

Why Coding Skills Won’t Get You To Staff Engineer

Are you just executing tickets, or are you driving business impact?In this episode, Praveen Murugesan (VP of Engineering at Samsara) breaks down why the best engineers don't just write code and why "c...

17 Joulu 202556min

Forward Deployed Engineer: The Role Up 800% (And How to Get It)

Forward Deployed Engineer: The Role Up 800% (And How to Get It)

Traditional software engineering job listings have dropped by 70%, yet Forward Deployed Engineer (FDE) roles have exploded by over 800% this year. We sit down with Mo Fagir, Principal Technical Consul...

10 Joulu 202545min

AI Won't Replace Software Engineers, But This Might (CEO Perspective)

AI Won't Replace Software Engineers, But This Might (CEO Perspective)

If you think your value as a software engineer comes just from writing code, you're already at risk.In this episode, Outsystems CEO Woodson Martin reveals why AI isn't the real threat to your career. ...

3 Joulu 202536min

How We Get More Done with Fewer Engineers

How We Get More Done with Fewer Engineers

What if you could build a multi-million dollar software company where only 10% of your employees are developers? AFAS, a company with hundreds of millions in revenue, does exactly that with a lean tea...

26 Marras 202528min

How to Think About System Design (GitHub Engineer's Perspective)

How to Think About System Design (GitHub Engineer's Perspective)

System design interviews often focus on theoretical complexity, but how do Senior Engineers at GitHub actually approach scaling? In this episode, Bassem Dghaidi breaks down how to think about system d...

19 Marras 202546min

From Backend Engineer to Head of Mobile (Lessons from Uber)

From Backend Engineer to Head of Mobile (Lessons from Uber)

What does it take to build a career as a mobile engineer when AI is changing everything? Pasha Mazurin shares how he went from Java backend engineer to Head of Mobile, why he only joins mobile-first c...

12 Marras 202558min

How to Stay Relevant in Tech (25+ Years of Lessons)

How to Stay Relevant in Tech (25+ Years of Lessons)

Worried about staying relevant as AI and new tools keep changing tech? The answer isn't chasing every new framework, it's treating your career like an engineering problem you can solve.In this episode...

5 Marras 202559min

Promotions, Salary & Leadership: I Answer Your Toughest Tech Career Questions

Promotions, Salary & Leadership: I Answer Your Toughest Tech Career Questions

You asked, I answered. In this Q&A episode, I tackle the toughest career questions you submitted: from getting promoted when the process feels political, to negotiating salary, to leading projects as ...

29 Loka 202557min