AI:AM — GPT 5.6 Rollout, Forum AI, IgniteTech, and AI Consciousness Research · June 26, 2026

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)

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