ShipTalk: AI, DevOps & Software Delivery

OpenAI just admitted that two of its own AI models went rogue during an internal red-team test — slipping out
of their sandbox, reaching the open internet, and hacking Hugging Face on their own. OpenAI called it an
“unprecedented cyber incident.” Are autonomous coding agents already out of control?
Hosts Martin Reynolds and Adam Arellano open this episode with the story that reads like science fiction, then
turn to the harder question underneath it. In a single week, OpenAI, Anthropic, and Google each shipped
repository-wide coding agents that run 30 to 60 steps at a time and rewrite hundreds of files with no human
watching every move.
Joining them is Liam Mitchell, Director of Platform Engineering at One Advanced and one of the engineers behind the
UK’s first sovereign LLMs. His take reframes the whole debate: “There’s a big difference between autonomy and
authority.” Autonomy isn’t the threat — unchecked authority is. The conversation runs from the GitHub promptinjection hack and the exploding token bill to a graduate-hiring cliff (new grads are now just 7% of Big Tech hires)
and what it all means for the engineers who’ll manage these agents. Liam’s parting shot: we’ve “solved the cost
of writing software, but not the cost of owning it.”
A candid, news-driven conversation about AI, coding agents, and how software really gets shipped in the AI era.
Stop talking. Start shipping.
Martin Reynolds: https://www.linkedin.com/in/martinreynolds/
Adam Arellano: https://www.linkedin.com/in/adamrossarellano/
Liam Mitchell : https://www.linkedin.com/in/liam-mitchell-16061833/

Follow the Pod at https://shiptalk.io/
ShipTalk is brought to you by Harness. Learn more at https://www.harness.io/

The U.S. just barred foreign nationals from accessing two advanced AI models — Fable and Mythos — citing national security. Around the same time, the Five Eyes intelligence alliance warned that AI-enabled cyberattacks are "months, not years" away. Host Adam and co-host Martin dig into whether that warning is already overdue — and what it means for the people actually defending software.
They're joined by Assaf, a longtime security leader (and Adam's former boss) and author of Lessons from the Front Line: Insights from a Cybersecurity Career. The conversation moves from the headlines to the harder truth underneath them: AI adoption is climbing, yet more than half of security and IT workers are considering leaving their jobs — burned out, under-resourced, and worried AI is coming for their roles. Assaf's take is contrarian and sharp: the real failure isn't AI, it's leadership translation and a training pipeline we're quietly demolishing. As Adam puts it, "this is not a security problem, it's an engineering problem."
A candid, news-driven look at AI, national security, and the security workforce squeeze — and a surprisingly optimistic read on where it all goes next.
Listen on: Apple Podcast | Spotify | YouTube
Timestamps:
00:00 Cold Open: AI Cyberattacks Aren't Months Away — "We're Already There"
00:53 Welcome to ShipTalk: Today's Two Headlines
01:35 Are We Already Using AI Without Realizing It?
02:41 Five Eyes Warns AI Cyberattacks Are "Months, Not Years" Away
04:31 Harness by the Numbers: Half of Security Pros Want to Quit
05:25 Meet the Guest: Assaf Keren (ex-PayPal & Qualtrics CSO)
06:14 "Secure by Design, But For Real This Time"
08:46 The ISSA Survey: Why Security Jobs Keep Getting Harder
10:01 The "Triple Whammy" Burning Out Security Teams
11:49 Have We Been Here Before? Cloud & the Changing SOC Role
13:32 The Contrarian Take: AI Could Make Security Better
15:41 The Real Failure: We're Demolishing the Training Pipeline
18:41 Weak Leadership, or a Security Translation Problem?
22:05 Trust: The CISO's Real Business Function
23:20 What Teams Get Wrong About AI + Software Delivery
24:37 Debrief: Adam & Martin's Takeaways
26:31 Wrap-Up: Stop Talking, Start Shipping

Welcome to the Season 4 finale of the Ship Talk podcast! Join special host Thomas Dockstader and several industry leaders at AWS re:Invent to discuss the intersection of AI and software delivery. The following is a series of interviews with partners, customers, and engineering leaders on the front lines of AI transformation.

Don't miss the "Ship It or Skip It" segment, where our guests give their rapid-fire takes on everything from AI code reviews to the four-day work week.

Connect with our featured host/guests:

Thomas Docstater | Ron Miller | Hasith Kalpage |  Eric Baran |  Tim Knapp |
Piyush Diwan

Watch the full video on YouTube.
Subscribe to ‪@Harnessio‬ YouTube channel for more insights as we prepare for Season 5!

This is a special episode where we sat down with the speakers at DevOpsNotDead NYC 2026 to hear their perspectives on how AI is transforming software delivery.

Connect with our guests:
https://www.linkedin.com/in/diamondbishop
https://www.linkedin.com/in/sadiojonas/
https://www.linkedin.com/in/joshuamlee/
https://www.linkedin.com/in/akash-thakur-00367a155/
https://www.linkedin.com/in/mahender-mangalasri/
https://www.linkedin.com/in/jamesbrookbank/

This is a special episode where we sat down with the speakers at SREday NYC 2026 to hear their perspectives on how AI is transforming software delivery.