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Beyond Coding

Patrick Akil
Beyond Coding
Neueste Episode

257 Episoden

  • Beyond Coding

    AI Cloud CTO: Which Engineering Skills Are Most In-Demand Right Now

    01.07.2026 | 58 Min.
    Danila Shtan runs engineering at Nebius, one of the biggest AI clouds in the world, and he told me exactly which engineers he hires on the spot. There are only hundreds of people on the planet with the skill he wants most, and it is not the one you are grinding on. We get into which engineering skills are actually scarce and well paid today, and which ones are quietly on the way out.
    In this episode we cover:
    The engineering skills in highest demand right now and which ones are on the way out
    Why an AI cloud CTO restricts Claude Code inside his own company
    Dan's rule for merging any AI-written code into production
    Why working with an agent is like managing a junior engineer
    The interview question that surfaces top tier engineer qualities
    Why he still runs algorithm interviews today
    If you are an engineer trying to work out where the value sits now that agents write the easy code, this is a straight answer from the person building the infrastructure underneath all of it.

    Timestamps:
    00:00:00 - AI Agents doing everything is a lie
    00:00:44 - What Nebius Actually Does
    00:04:31 - The Engineers In Highest Demand Right Now
    00:06:58 - Inside the Hiring Process
    00:08:12 - The Bootcamp: You Join the Company, Not a Team
    00:10:51 - Why You Can't Use AI in Their Interviews
    00:16:31 - Why He Banned the Word "Headcount"
    00:22:25 - Why a CTO Is Not a Technical Role
    00:24:49 - The One Skill Every Manager Needs
    00:25:48 - Why Smart People Fail at This
    00:28:17 - "The Promise of Agents Is Bullshit"
    00:31:39 - How AI Multiplies Your Baseline Skill
    00:35:32 - Why an AI Agent Is Just a Junior Engineer
    00:36:57 - Why He Won't Let His Team Use Claude Code
    00:37:46 - His Rule for Merging AI-Written Code
    00:40:28 - The Interview That Predicts Great Engineers
    00:42:32 - From T-Shaped to Round-Shaped Engineers
    00:44:30 - Is There Still a Path for Juniors?
    00:45:28 - Why Hard Skills No Longer Matter
    00:47:11 - The Engineers Who Will Become Obsolete
    00:50:04 - The Real Reason People Stay at Banks
    00:52:26 - Where AI Agents Actually Help
    00:54:40 - Why He Still Uses Algorithm Interviews
    00:56:05 - Tech Enthusiasts vs. Real Engineers
    #AIEngineering #TechCareers #SoftwareEngineering
  • Beyond Coding

    Career Expert: Why Applying to Jobs No Longer Works

    24.06.2026 | 46 Min.
    120,000 tech workers have been laid off in 2026, yet there are 60,000 open roles. Engineers applying are sending out 100 applications for zero replies. Former Reddit, Uber and Disney Plus recruiter Keki Mwaba breaks down why the market broke, why every resume now looks identical, and what gets you hired when yours looks like everyone else's.
    In this video, we cover:
    Why 120,000 layoffs and 60,000 open roles don't add up
    Why CVs have become too good and it's no longer enough
    How to treat LinkedIn as a platform
    Getting into companies like OpenAI and Anthropic
    How to reach out to people without seeming fake
    If you're a software engineer trying to stand out in the most competitive tech market in years, this is the playbook.
    Timestamps:
    00:00:00 - Intro
    00:00:35 - How bad is the tech job market in 2026?
    00:02:38 - 120,000 laid off, 60,000 jobs open: the math is not mathing
    00:04:05 - LinkedIn isn't a CV, it's a platform
    00:08:30 - The underrated move: comment your way into a job
    00:10:48 - Is AI ruining LinkedIn?
    00:13:50 - Never feel safe: how to prepare before a layoff
    00:15:34 - What layoffs do to the people who stay
    00:17:03 - "Did I just automate myself out of a job?"
    00:18:48 - Why every resume now looks the same
    00:20:11 - Why referrals beat applications
    00:22:13 - Do software engineers still have a future?
    00:23:32 - The staff engineer who wants to quit for plumbing
    00:26:16 - Patrick on his own job security
    00:30:21 - 70% of job descriptions now demand AI skills
    00:31:34 - Is middle management disappearing?
    00:33:53 - The impossible ask: stay current, deliver, and not burn out
    00:37:02 - How to get hired at OpenAI or Anthropic
    00:39:18 - How to message someone without seeming fake
    00:41:42 - Build a portfolio that shows your thinking
    00:45:12 - Your personal branding plan for the next few weeks
    Guest: Keki Mwaba, career and recruitment expert:
    https://www.linkedin.com/in/keki-mwaba
    #techjobs #softwareengineering #careeradvice
  • Beyond Coding

    Why the Frontrunners Say Coding Is Solved BUT Engineering is Not

    17.06.2026 | 51 Min.
    Jeroen Gordijn and Jeroen Dee: two frontrunners who stopped writing code months ago and say software development is already solved. Typing code is no longer necessary, but what matters more now? If you're an engineer that loves coding, you're in a tougher spot than you might realize.

    In this video, we cover:
    - Why writing code is "solved" but engineering isn't
    - Spec-driven development and how to get it started in your team
    - The "Dark Factory" and why code review is a huge bottleneck
    - Model vs harness: what matters more, and why
    - The unhealthy side of agentic coding

    If you write software for a living and you're trying to work out what your job becomes next, start here.

    Timestamps:
    00:00:00 - Coding Is No Longer Necessary
    00:00:43 - Why "Software Development Is Already Solved"
    00:02:57 - Should You Even Read the AI's Code?
    00:05:05 - What Is a "Dark Factory"?
    00:06:52 - If You Can Regenerate It, Why Care About Quality?
    00:07:49 - Spec-Driven Development Explained
    00:11:32 - Adopting Specs Without Starting From Scratch
    00:13:23 - Model vs Harness: What Matters More?
    00:17:27 - Is Your Harness the New IDE?
    00:20:18 - Why Everyone Plateaus (and the Innovation Token)
    00:22:50 - Where to Actually Spend Your Time
    00:24:57 - The Unhealthy Side: "It's Free Cocaine"
    00:28:00 - Is This Sustainable, or Just Subsidized?
    00:30:33 - Should You Run Models Locally?
    00:34:31 - Looping, Scale, and Automating Review
    00:37:53 - What's Left for Engineers to Do?
    00:39:13 - If You Love Writing Code, You're in Trouble
    00:41:18 - Why Teams Are Getting Smaller
    00:43:03 - What an "Agentic Company" Looks Like
    00:46:25 - How to Start: Find Your Spark
    00:50:13 - The One Habit That Keeps You Ahead

    Guests:
    Jeroen Gordijn: https://www.linkedin.com/in/jeroengordijn
    Jeroen Dee: https://www.linkedin.com/in/jeroendee

    #AgenticEngineering #SoftwareEngineering #Agents
  • Beyond Coding

    Why The Best Software Engineers Are Solving Code Review Bottlenecks Now

    10.06.2026 | 40 Min.
    AI generates 10x more code, but your senior engineers still review it by hand and it's burning them out. Even Google admits code review is now the bottleneck nobody knows how to solve.
    Florian Buetow, AI engineer at Xebia, has been running experiments to eliminate the human from the review loop entirely, and what he found changes where engineers should focus their effort.
    In this episode, we cover:
    Why "stop doing code reviews" is a serious answer (and what replaces them)
    The guardrails that gave the most value: Semgrep rules, architectural unit tests, and stop hooks
    Why your harness matters more than the model
    How Amazon and Google police AI-generated code with policies
    AI burnout, cognitive debt, and "cognitive surrender": what stays your responsibility
    Step one for adopting agentic software engineering in your team this week
    Whether you're an individual developer drowning in AI-generated PRs or driving AI adoption across a large engineering org, you'll leave with concrete experiments to run.
    More from Florian:
    https://cracking-ai-engineering.com

    Timestamps:
    00:00:00 - Intro
    00:00:40 - Code Review Is Software Engineering's Biggest Bottleneck
    00:01:57 - How Amazon and Big Tech Police AI-Generated Code
    00:02:55 - Horizontal vs Vertical Scaling of AI Engineering
    00:04:37 - Why "No Code Reviews" Might Be the Answer
    00:05:22 - Engineering Environments That Give Agents Feedback
    00:06:46 - Why the Harness Matters More Than the Model
    00:07:21 - When Spec-Driven Development Failed and TDD Worked
    00:10:06 - Stop Hooks, Ralph Loops, and Automated Feedback
    00:11:30 - The Guardrails That Gave the Most Value
    00:14:00 - Architectural Constraints That Keep AI Code Sane
    00:15:07 - What Remains a Human Responsibility
    00:17:33 - Why All the Hard Work Moves Upfront Now
    00:18:47 - The Incredible Skill Junior Engineers Should Learn
    00:20:26 - AI Burnout: Why Engineers Are Exhausted
    00:22:42 - Cognitive Surrender: Letting the Agent Take Over
    00:23:25 - The Hand Grenade Problem with AI at Work
    00:24:08 - Outsourcing Code Review to AI Itself
    00:26:39 - Teams That Fully Adopted Spec-Driven Development
    00:29:01 - Can You Rebuild Software From Tests Alone?
    00:30:27 - How to Experiment and Stay Ahead
    00:33:15 - Spying on What Subagents Tell Each Other
    00:33:59 - Step One: How to Start with Guardrails
    00:36:08 - Data Mining Your Session Logs for Patterns
    00:37:00 - Stuck With One Harness? Here's What to Do
    00:38:28 - The One Experiment to Run This Week
    #softwareengineering #aicoding #codereview
  • Beyond Coding

    Google DeepMind Lead: The New Rules of Software Engineering

    03.06.2026 | 23 Min.
    Are you ready to adapt to the rapidly evolving rules of software development?
    In this deep dive, Logan Kilpatrick, Director and Engineer at Google DeepMind, breaks down how AI agents, advanced model-product symbiosis, and tools like Gemini 3.5 Flash are fundamentally shifting the engineering bottleneck. Learn how to maintain your competitive advantage by moving beyond the keyboard to focus on problem-solving, architectural taste, and system understanding.
    In this video, we cover:
    The changing role of the IDE and the rise of agent managers in code generation.
    Overcoming team bottlenecks in code review and CI/CD test execution execution loops.
    Why "agent coverage" and context integration are the next big tech stack metrics.
    Building a bulletproof software portfolio through permissionless open-source contributions.
    The critical difference between outsourcing intelligence versus outsourcing understanding.
    This episode is for software engineers, tech leads, and computer science students looking to future-proof their careers and reset their ambitions in the era of autonomous engineering agents.
    Timestamps:
    00:00:00 - Intro
    00:00:40 - Code Review Is Software Engineering's Biggest Bottleneck
    00:01:57 - How Amazon and Big Tech Police AI-Generated Code
    00:02:55 - Horizontal vs Vertical Scaling of AI Engineering
    00:04:37 - Why "No Code Reviews" Might Be the Answer
    00:05:22 - Engineering Environments That Give Agents Feedback
    00:06:46 - Why the Harness Matters More Than the Model
    00:07:21 - When Spec-Driven Development Failed and TDD Worked
    00:10:06 - Stop Hooks, Ralph Loops, and Automated Feedback
    00:11:30 - The Guardrails That Gave the Most Value
    00:14:00 - Architectural Constraints That Keep AI Code Sane
    00:15:07 - What Remains a Human Responsibility
    00:17:33 - Why All the Hard Work Moves Upfront Now
    00:18:47 - The Incredible Skill Junior Engineers Should Learn
    00:20:26 - AI Burnout: Why Engineers Are Exhausted
    00:22:42 - Cognitive Surrender: Letting the Agent Take Over
    00:23:25 - The Hand Grenade Problem with AI at Work
    00:24:08 - Outsourcing Code Review to AI Itself
    00:26:39 - Teams That Fully Adopted Spec-Driven Development
    00:29:01 - Can You Rebuild Software From Tests Alone?
    00:30:27 - How to Experiment and Stay Ahead
    00:33:15 - Spying on What Subagents Tell Each Other
    00:33:59 - Step One: How to Start with Guardrails
    00:36:08 - Data Mining Your Session Logs for Patterns
    00:37:00 - Stuck With One Harness? Here's What to Do
    00:38:28 - The One Experiment to Run This Week
    #SoftwareEngineering #AIAgents #GoogleDeepMind
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Über Beyond Coding
For software engineers ready to level up. Learn from CTOs, principal engineers, and tech leaders about the skills beyond coding: from technical mastery to product thinking and career growth. Created by Patrick Akil
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