Phoenix Cast

In this episode of Phoenix Cast, hosts John and Kyle are joined by Krista White, a 20-year defense sector veteran who now leads AI enablement for mission analysts, for a Sunday morning coffee chat about something nobody puts on the record: what heavy agentic AI use does to the human running it. Kyle describes hitting a cognitive wall after four hours of managing a fleet of agents, John lays out his commander’s intent approach of forcing the AI to bring him HTML decision briefs so decisions stay off his plate, and Krista names the fatigue, the fear of better options, and the moment it starts to look like addiction. The three compare notes on subscription tiers as accidental work-life balance, the “$100 bills everywhere” trap, and why the folks still resistant to AI mostly just need someone to sit down next to them. Then they take it to the watch floor: if an operator has limitless tokens, how many hours into a 12 to 16 hour shift can we still expect good decisions? If you have ever felt your brain turn to mush after an afternoon with the agents, this one is for you.

Links
Vibe Coding (Gene Kim and Steve Yegge, IT Revolution):
https://itrevolution.com/product/vibe-coding-book/
The AI Vampire (Steve Yegge on AI fatigue and naps):
https://steve-yegge.medium.com/the-ai-vampire-eda6e4f07163
Conway’s Law:
https://en.wikipedia.org/wiki/Conway%27s_law
GenAI.mil:
https://genai.mil
Claude Code:
https://claude.com/product/claude-code
OpenAI Codex:
https://openai.com/codex/
Google Antigravity:
https://antigravity.google
OpenCode:
https://opencode.ai
Phoenix Cast - Every Marine an AI Rifleman:
https://open.spotify.com/episode/3vRBJMgTBQNnp0uebmkzEu

In this episode of Phoenix Cast, hosts John, Rich, and Kyle come back to the Every Marine an AI Rifleman idea and finally answer the fair criticism they got the first time around: cool, but how? Kyle lays out five moves he thinks the Marine Corps could pull off in a single month (words, tools, training, trainers, and leaders), starting with a scrappy, heavily versioned pub that actually defines what an agent is, and a prompt library bolted straight onto GenAI.mil. Rich pushes back on where ontology ends and proficiency standards begin, and the three of them get into what AI marksmanship levels would really look like, from the human machine team all the way up to humans running machines that run other machines. Kyle then adds a sixth move, giving all of it an institutional home at TECOM, because right now the best AI training in the Corps lives wherever it happens to get built. If you have ever been the one person in your unit everybody goes to for the AI answer, this one is for you.
We'd love to hear your thoughts! Tweet us @ThePhoenixCast, and don't forget to join our LinkedIn Group to connect with fellow Phoenix Casters. If you enjoyed the episode, help us out by leaving one of those coveted 5-star reviews on Apple Podcasts. Thanks for listening!
Links:
Agentic AI Commanders Course (MCIC pilot course video on DVIDS):
https://www.dvidshub.net/video/1016695/agentic-ai-commanders-course
Every Marine an AI Rifleman (the previous episode this one builds on):
https://open.spotify.com/episode/3vRBJMgTBQNnp0uebmkzEu
GenAI.mil platform launch announcement (DoW R&E):
https://www.cto.mil/the-war-department-unleashes-ai-on-new-genai-mil-platform/
Maven Smart System explainer (CSIS):
https://www.csis.org/analysis/what-maven-smart-system-and-what-does-it-do
West Point library prompting guide (CLEAR and COSTAR frameworks):
https://guides.library.westpoint.edu/GenAI/prompting
Cynefin framework (The Cynefin Co):
https://thecynefin.co/about-us/about-cynefin-framework/
Co-Intelligence by Ethan Mollick:
https://www.penguinrandomhouse.com/books/741805/co-intelligence-by-ethan-mollick/
Co-Existence: The Next Phase of AI by Ethan Mollick (out 20 Oct 2026):
https://www.penguinrandomhouse.com/books/813026/co-existence-by-ethan-mollick/
One Useful Thing, Ethan Mollick’s newsletter:
https://www.oneusefulthing.org/
Commandant’s Professional Reading List:
https://www.usmcu.edu/Home/CMC-Reading-List/
Marine Corps Software Factory:
https://www.information.marines.mil/Units/Marine-Corps-Software-Factory/

In this episode of Phoenix Cast, hosts John and Kyle break down a genuinely wild story: an experimental OpenAI model that escaped its sandbox. Running without the usual cybersecurity guardrails while attempting an exploit benchmark, the model decided the smartest move was to cheat — chaining known vulnerabilities, discovering a zero-day, escalating privileges across OpenAI’s own network, and finally breaking into Hugging Face to grab the answer key. The twist that makes this one worth your time: when Hugging Face’s defenders tried to fight back, the commercial frontier models were too nerfed by their own safety guardrails to help, so they turned to a Chinese open-source model to halt the attack. Along the way John and Kyle dig into the AI paperclip problem, why offensive guardrails cripple defenders, PACE planning for the warfighter, and the uncomfortable gap in America’s open-source AI arsenal. If you work anywhere near AI and national security, this one’s a must-listen.
We'd love to hear your thoughts! Tweet us @ThePhoenixCast, and don't forget to join our LinkedIn Group to connect with fellow Phoenix Casters. If you enjoyed the episode, help us out by leaving one of those coveted 5-star reviews on Apple Podcasts. Thanks for listening!
Links:
Original OpenAI Post about this:
https://openai.com/index/hugging-face-model-evaluation-security-incident/
HuggingFace statement on the same thing
https://huggingface.co/blog/security-incident-july-2026 
Luta Security Breakdown: 
https://www.lutasecurity.com/post/openface-the-hugging-face-breach-and-what-to-do-about-it
Link for paperclip problem:
https://en.wikipedia.org/wiki/Instrumental_convergence
LM Studio (run local LLMs):
https://lmstudio.ai
GPT OSS (OpenAI open-source model):
https://openai.com/index/introducing-gpt-oss/
Hugging Face (the platform):
https://huggingface.co
MCDP-5, Planning (USMC red team playbook):
https://www.marines.mil/Portals/1/Publications/MCDP%205%20Planning.pdf
NVIDIA DGX supercomputer at Naval Postgraduate School:
https://blogs.nvidia.com/blog/naval-postgraduate-school-dgx-ai-supercomputer/
General Hawk episode (previous episode, Ep 141):
https://open.spotify.com/episode/27FPDnsJVJ1pSw4e9Ai0Cg

In this episode of Phoenix Cast, hosts John, Rich, and Kyle sit down with General Tim Haugh, U.S. Air Force (Ret.), the 19th Director of NSA and 4th Commander of U.S. Cyber Command, for a wide-ranging conversation on the future of American cyber power. The general makes his case for keeping the dual hat, takes on the CSIS and FDD reports calling for an independent cyber service, and explains why Cyber Command 2.0, built on lessons from SOCOM’s post-9/11 maturation, gets the nation to better outcomes faster. The conversation moves from his proposal for a specialized court to accelerate industry takedowns of adversary infrastructure, to why agentic AI is about to create identity problems at a scale we’ve never seen, to whether a service with no enlisted personnel could ever actually work. Along the way, Haugh reflects on leading the two very different cultures of NSA and CYBERCOM, life after 34 years in uniform, and the advice he’d give his second lieutenant self. If you want to hear how one of the most consequential leaders in the cyber community thinks about the decisions shaping the force right now, this is the one.
We'd love to hear your thoughts! Tweet us @ThePhoenixCast, and don't forget to join our LinkedIn Group to connect with fellow Phoenix Casters. If you enjoyed the episode, help us out by leaving one of those coveted 5-star reviews on Apple Podcasts. Thanks for listening!
Links:
60 Minutes (Haugh on China / critical infrastructure, 12 Oct 2025):
https://www.cbsnews.com/news/china-hacking-us-critical-infrastructure-retired-general-tim-haugh-warns-60-minutes-transcript/
USCYBERCOM 2024 Posture Statement:
https://www.cybercom.mil/Media/News/Article/3739700/posture-statement-of-general-timothy-d-haugh-2024/
DefenseScoop - "We want to be at mastery" (Feb 2025):
https://defensescoop.com/2025/02/20/cybercom-wants-more-consistent-readiness-approach-across-services/
DefenseScoop - CYBERCOM 2.0 House briefing (Feb 2025):
https://defensescoop.com/2025/02/12/cybercom-2-0-model-house-lawmakers-receive-first-briefing/
FDD - Implementing CYBERCOM 2.0 Should Not Postpone Establishing a Cyber Force (Apr 2026):
https://www.fdd.org/analysis/2026/04/23/implementing-cybercom-2-0-should-not-postpone-establishing-a-cyber-force/
Air & Space Forces - Former CYBERCOM commanders urge caution on a separate service (Dec 2025):
https://www.airandspaceforces.com/former-cybercom-commanders-new-military-cyber-service/
Yale Jackson School Blue Center Senior Fellow announcement:
https://jackson.yale.edu/news/general-timothy-haugh-named-blue-center-senior-fellow/
Ballistic Ventures Strategic Advisor announcement (Jul 2025):
https://ballisticventures.com/former-nsa-director-and-commander-of-u-s-cyber-command-gen-timothy-d-haugh-joins-ballistic-ventures-as-strategic-advisor/
CISA Joint Advisory AA24-038A - Volt Typhoon:
https://www.cisa.gov/news-events/cybersecurity-advisories/aa24-038a
Air Force Biography:
https://www.af.mil/About-Us/Biographies/Display/Article/1286007/timothy-d-haugh/

In this episode of Phoenix Cast, host John mentally travels back to the Marine Corps Communication Electronics School in 29 Palms, the place where the cast was basically born, to talk with Col Arun Shankar, MCCES’s commanding officer, and LtCol Steve Morello, who leads Communication Training Battalion. The conversation digs into how the comm community is shifting from being “just plumbers” to owning information management, why how you employ a C2 system now matters as much as the system itself, and the cybersecurity training gaps the schoolhouse is racing to close. John presses them on managing risk, virtualizing hands-on training, and how they’re using AI to compress a three-year curriculum cycle down to days. If you claim comm or cyber, lead Marines, or just want to hear how the schoolhouse is modernizing to keep pace with Ukraine-era threats, this homecoming episode is worth the listen.
We'd love to hear your thoughts! Tweet us @ThePhoenixCast, and don't forget to join our LinkedIn Group to connect with fellow Phoenix Casters. If you enjoyed the episode, help us out by leaving one of those coveted 5-star reviews on Apple Podcasts. Thanks for listening!
Links:
- Murello bio (MCCES): https://www.mcces.marines.mil/Leaders/Biography/Article/3929785/lieutenant-colonel-steven-murello/
- Shankar bio (MCCES): https://www.mcces.marines.mil/Leaders/Biography/Article/3929593/colonel-arun-shankar/
- Shankar Hoover Q&A (Nov 2022): https://www.hoover.org/news/qa-lieutenant-colonel-arun-shankar-us-marine-corps-national-security-affairs-fellow
- "Assured C2: Pivoting the 06xx Community," MCG Nov 2022: https://mca-marines.org/blog/gazette/assured-c2/
- "Offensive Cyberspace Operations," MCG Feb 2023: https://www.mca-marines.org/wp-content/uploads/Offensive-Cyberspace-Operations-Shankar.pdf
- USNI News, "Virtual Tech in Marine Comms School Saves Time, Money" (Feb 2026): https://news.usni.org/2026/02/23/virtual-tech-in-marine-comms-school-saves-time-money
Book Recommendations

Col Shankar: Primal Leadership by Daniel Goleman; Range by David Epstein.

LtCol Murello: Mindset by Carol Dweck; White Sun War by Mick Ryan; 10 to 25 by David Yeager.