DOP 350: Context Is the New Bottleneck, Not Code

More from DevOps Paradox

1. 

   E353 · 3 Jun 2026 · 49 min

   DOP 353: A Person Owns It Not the AI

   #353: Move fast and break things never meant be reckless. It meant do not stall out of fear, because something is going to break no matter how careful you are. The part everyone dropped from the sentence is the part that actually matters: and fix things fast. Break faster, fix faster. Take the second half away and you are just breaking things. So what changed with AI? An agent can take down a whole environment in the time it takes you to type kubectl. AWS found that out in December when Kiro -- running autonomously with operator-level permissions and no human in the loop -- decided to delete…

2. 

   E352 · 27 May 2026 · 52 min

   DOP 352: No-Code Is the Guardrail Vibe Coding Needs

   #352: Vibe coding is the latest version of a promise the industry has been making since the first generation of programming languages. Type what you want, get an app. Jeff Kuo from Ragic has been working on the no-code version of that same promise for almost twenty years. He has thoughts on why the promise keeps not quite landing. The honest answer is that AI-assisted coding is great for people who already know what the code is doing. It is counterproductive for everyone else. A non-developer can generate a lot of code. They cannot maintain any of it. That gap is where every weekend…

3. 

   E351 · 20 May 2026 · 49 min

   DOP 351: The Developer Job Market in the Age of AI

   #351: Entry-level tech jobs are down 67% since 2022. Junior developer roles are down 40 to 50%. The instinct is to blame AI and call it unprecedented, but the layoffs are not the new part. The boom-bust cycle has happened before -- dot-com to dot-bomb, the 2020 hiring spree to the 2022 correction, now this. The new part is that the thing replacing the bottom of the ladder is not a cheaper human in another country. It is an agent that takes instruction and ships code overnight. Here is the uncomfortable reframe. A junior developer is told what to do, does not change the architecture, does not…

4. 

   E349 · 6 May 2026 · 45 min

   DOP 349: Shadow AI Is Going to Be a Thousand Times Worse Than Shadow IT

   #349: Every platform you already own is about to have AI baked into it. Not next year. This year. That is Ben Wilcox's blunt prediction, and Ben is the CTO and CISO at ProArch, so when he says shadow AI is going to make shadow IT look quaint, it is worth slowing down to figure out what that actually means. The data leaves your stack through tools you already paid for, through features the vendor shipped without asking, through copilot agents nobody filed a ticket for. Here is the uncomfortable part. This is not a new problem. It is the exact same retroactive-security failure pattern that…

5. 

   E348 · 29 Apr 2026 · 50 min

   DOP 348: Now It's Time to Panic

   Something flipped this year. Chatbots were a toy. Useful sometimes, but a toy. Agents are not. Agents take actions, hold credentials, write code, move Kanban cards, and run on cron schedules. The window between "this is interesting" and "this is existential" has closed faster than cloud, faster than Kubernetes, faster than any prior shift. Viktor's read is blunt. One person can now build a bigger business than most mid-size companies have ever managed. That is not hyperbole -- that is a description of what is already happening with a handful of solo-built projects shipping in weeks what used…

6. 

   E347 · 22 Apr 2026 · 48 min

   DOP 347: Cozystack Turns Bare Metal Into a Managed Services Platform

   #347: Andrei Kvapil has been around Kubernetes since the early days. Contributor to Cilium, Kubevirt, and a handful of other projects you probably use without realizing it. He is also the maintainer of Cozystack, a CNCF sandbox project, and the CEO of Aenix, the company behind it. The thesis: Kubernetes should be boring. Not exciting, not cutting-edge, not the thing everyone argues about. Boring like the Linux kernel is boring. Something that sits underneath everything and nobody needs to think about. Viktor takes it one step further and says it should be invisible -- developers should never…

7. 

   E371 · 7 Oct 2026 · 30 minNew

   DOP 371: Should You Vibe Code Your Own CRM?

   #371: You've got an idea, two friends, and a coding agent. Why would you pay for a CRM when you can vibe code one this weekend? Day one, it looks great. You love it. Then day 30 shows up. Somebody else needs access, a new feature breaks an old one, and you're asking yourself where this thing is even hosted. Pretty soon you're spending more time maintaining your CRM than running your business. In this episode, we speak with Eddie Cliff, VP and GM of SMB and Growth Products at Salesforce, about when to build and when to buy. Eddie's contact information: LinkedIn:…

8. 

   E370 · 30 Sep 2026 · 1 hr 1 min

   DOP 370: Will AI Replace QA Testers?

   #370: Will AI replace QA testers? Three years ago, manual testers were told to learn automation or find another job. Now the automation engineers are hearing the same thing about AI. Same speech, new audience. Here's the thing. Nobody can test everything. Somebody still has to decide what quality means for your product and which workflows can't break, and your team is shipping ten times the code it used to. The conveyor belt got faster. You still have two eyes. In this episode, we speak with Shubha Govil, Chief Product Officer at Sauce Labs, about why the testing roles stay but the work…

9. 

   E369 · 23 Sep 2026 · 49 min

   DOP 369: Vibe Coding Without the Slop

   #369: Vibe coding is great until it isn't, and the until part usually shows up fast. Ten different ways to calculate sales tax. An agent that switches programming languages in the middle of a request. One team on NodeJS, another on Python, and nobody with a rule about either. So who's supposed to stop that? Turns out that's a job now. Somebody has to tell the agents what they can and can't do, encode it, and then prove it held. In this episode, we speak with Dan Fernandez, Vice President of Product for Developer Services at Salesforce, about harness engineering, what actually counts as slop,…

10. 

    E368 · 16 Sep 2026 · 54 min

    DOP 368: The AI Productivity Paradox

    #368: You're faster with AI. Your teammates are faster with AI. More tickets closed, more deployments going out than a year ago. So why can't anybody in the building answer a simple question: are we shipping more value? Jeff's take is that the bottleneck didn't go away, it moved. Code got cheap. Deciding what to build, why, and whether it actually worked did not. That's not an engineering problem anymore. It's a product problem. In this episode, we speak with Jeff Keyes, Field CTO at Allstacks, about where the bottleneck went once AI made coding cheap, and why product people have to pick up…

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