AI:AM this week spans frontier model deployment, evaluation, enterprise transformation, and the emerging science of AI consciousness. Prakash Narayanan and Nathan Labenz begin with GPT 5.6’s customer-by-customer rollout, then move into how AI systems perform on news and trust-and-safety tasks, what AI-native management looks like inside an enterprise software company, and how researchers are thinking about machine welfare, valence, and alignment.
Guests in this episode are Robbie Goldfarb of Forum AI, Eric Vaughan of IgniteTech, and Cameron Berg of Reciprocal Research.
Show Notes
Prakash Narayanan and Nathan Labenz open with GPT 5.6’s customer-by-customer rollout and the broader question of whether regulatory controls are creating a moat around frontier AI. The conversation then moves through Forum AI co-founder Robbie Goldfarb on LLM judges and news accuracy, IgniteTech CEO Eric Vaughan on AI-native enterprise transformation, and Cameron Berg of Reciprocal Research on the latest AI consciousness and alignment research.
Chapters
(0:00) AI gives 13-year-olds NSA hacking tools.
(0:32) 1 in 7 AI answers cite propaganda.
(1:02) One codebase for all customers? Gone.
(1:35) AI is 30% likely conscious.
(2:29) 50/50 odds AI is conscious.
(2:48) GPT 5.6 and the Trump Administration
(8:15) Government IT security vs AI hacking
(18:55) Do executives think AI is a scam?
(23:17) Robbie Goldfarb & Forum AI Introduction
(25:41) Meta’s Trust & Safety DNA in the AI Era
(25:51) Why AI Judges Fail (and How to Fix Them)
(27:19) Using Expert Judgment for RLHF
(27:58) When Constitutional AI Rules Break Down
(31:05) NewsBench: AI Accuracy on News Questions
(34:01) Why Chatbots Cite Foreign State Media
(39:44) Trust, Transparency, and Expert Legitimacy
(49:57) Why AI is an existential threat
(54:30) The traditional SaaS model is dead
(55:48) Replacing 80% of the workforce
(1:00:47) AI-driven M&A: The Khoros acquisition
(1:08:04) Why CEOs must own AI strategy
(1:14:41) The state of AI consciousness science
(1:22:26) The dimmer switch model of consciousness
(1:31:56) Why behavioral evidence isn’t enough
(1:32:06) 30% implied probability of AI consciousness
(1:36:38) The latent valence axis in LLMs
(1:39:00) Steering AI emotions and alignment
(2:07:14) The AI well-being index
(2:11:03) Could AI be more conscious than humans?
(2:20:10) The 50/50 Odds on AI Consciousness
(2:24:48) Treating AI Like Animals: The Era of Design
(2:26:32) Platonic Representation Hypothesis Update
(2:29:07) Max Hodak’s Brainstem Interfaces & Field Consciousness
(2:30:59) GPT-5.6 System Card & Wrap-Up
Guests:
Cameron Berg — Founder and Director, Reciprocal Research (𝕏 | LinkedIn)
Eric Vaughan — CEO, IgniteTech (𝕏 | LinkedIn)
Robbie Goldfarb — Co-Founder, CTO, Forum AI (𝕏 | LinkedIn)
