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Prompt to Prod

by Prompt to Prod

Prompt to Prod is a podcast about building with AI. Hosted by Aaron Mog, each episode features practitioners from security and engineering who are shipping real things with AI: the tools they build, the workflows that stuck, and the lessons learned along the way. Expect honest conversations about build vs. buy, guardrails, data and model choices, and what breaks on the way from a prompt to production. No hype and no vendor pitches, just people who build talking about what actually works.

Publisher-supplied feed metadata · PodParley refreshed Oct 21, 2026 · Source feed

Episodes

  1. AI Leaked the API Key. Red Team Used It. | Prompt to Prod - with Michael Kouremetis

    A red team was ready for a week of reverse engineering. The model handed them the API key instead — it was sitting in the training data. Michael Kouremetis builds offensive cyber agents and evaluations on the Capabilities Team at Dreadnode, including DreadIndex, a living benchmark of how well...

  2. Treat Your LLM Like a Threat Actor | Prompt to Prod - with Assaf Kipnis

    Assaf Kipnis spent 13 years hunting adversaries at LinkedIn, Facebook, Google and ElevenLabs. Now he builds with AI the same way he hunted them — by assuming the model is a threat actor and writing code for everywhere it might go that you didn't ask for. Assaf and Aaron get into what it actually...

  3. Don't Be a Meat Proxy for AI | Prompt to Prod - with Alex Beaver

    Alex Beaver's biggest problem with AI? It runs on GPUs. A security engineer who thinks about the SOC like a factory floor explains why the best AI projects end with less AI running in production, not more. Alex and Aaron get into what AI actually looks like inside a SOC: using an agentic SOC for...

  4. The AI Security Control That Never Failed | Prompt to Prod - with Vince Ovando

    Vince Ovando thinks prompt injection isn't a real vulnerability — and he has millions of inference calls to back up why the industry's favourite defences aren't the ones that work. In this episode Vince breaks down harness engineering: why the model you pick matters far less than the code you…

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  5. AI Used 17,600 Events. APTs Use 50. | Prompt to Prod - with Justin Tiplitsky

    Prompt to Prod: an AI agent completed its goal in 17,600 events. The average advanced attacker, by Justin Tiplitsky's count, uses about 50. Justin, director of red team at Adobe, joins Aaron to talk about where AI actually helps a red team, where it's still loud and sloppy, and why handmade...

  6. He Hasn't Hand-Written Code in 18 Months | Prompt to Prod - with Wyatt Roersma

    Prompt to Prod: Wyatt Roersma hasn't hand-written code in over 18 months. His day is code review: AI builds in a sandbox, tests its own work, and attaches a GIF of the finished UI to every pull request. Wyatt and Aaron get into how a longtime security practitioner builds with AI now, and where it...

  7. AI Said Everything Was on Fire | Prompt to Prod - with Pablo Vidal

    Prompt to Prod: when Pablo's team first pointed an AI analyst at their Okta logs, it treated a Monday holiday like an incident. Everything was on fire. Pablo and Aaron get into what it really takes to build with AI as a security engineer: giving models context, making sure your team can own what...

  8. One AI Fix Found Four More Issues | Prompt to Prod - with Drew Pilarski

    One fix, four new issues. Security engineer Drew Pilarski went from nervous about AI, to excited, to a little tired, and he's honest about all three. He and Aaron get into what it's really like to build with AI every day: what it makes possible, the tooling you now have to keep alive, and why one...

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ABOUT THIS SHOW

Prompt to Prod is a podcast about building with AI. Hosted by Aaron Mog, each episode features practitioners from security and engineering who are shipping real things with AI: the tools they build, the workflows that stuck, and the lessons learned along the way.

Expect honest conversations about build vs. buy, guardrails, data and model choices, and what breaks on the way from a prompt to production. No hype and no vendor pitches, just people who build talking about what actually works.

HOSTED BY

Prompt to Prod

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Frequently Asked Questions

How many episodes does Prompt to Prod have?

Prompt to Prod currently has 8 episodes available on PodParley. New episodes are automatically indexed when they're published to the podcast feed.

What is Prompt to Prod about?

Prompt to Prod is a podcast about building with AI. Hosted by Aaron Mog, each episode features practitioners from security and engineering who are shipping real things with AI: the tools they build, the workflows that stuck, and the lessons learned along the way. Expect honest conversations about...

How often does Prompt to Prod release new episodes?

Prompt to Prod has 8 episodes. Check the episode list to see recent publication dates and frequency.

Where can I listen to Prompt to Prod?

You can listen to Prompt to Prod on PodParley by clicking any episode. We provide an embedded audio player for direct listening, and you can also subscribe via your preferred podcast app using the RSS feed.

Who hosts Prompt to Prod?

Prompt to Prod is created and hosted by Prompt to Prod.
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