Shows / Prompt to Prod

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.
Episodes
Prompt to ProdNone of My AI-Written Detections Were Right | Prompt to Prod - with Anthony Jirouschek
What if your blue-team AI didn't write detections at all, and just had to respond? Anthony "AJ" Jirouschek builds autonomous detection engineering at Spectrum…
Prompt to ProdAI Hasn't Changed Incident Response | Prompt to Prod - with Kyle Smith
AI hasn't really changed incident response. Same data, same regulations, same phishing emails. It just happens faster. Kyle Smith runs cyber incident response…
Prompt to ProdAI 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…
Prompt to ProdTreat 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…
Prompt to ProdDon'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…
Prompt to ProdThe 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…
Prompt to ProdAI 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…
Prompt to ProdHe 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…
Prompt to ProdAI 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…
Prompt to ProdOne 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…