One agent is a tool. Two agents are a workflow. A thousand agents are a political system, and nobody wrote the constitution. OpenAI's July 2026 Hugging Face incident and AP's August reporting on fake identities and pressure tactics make that feel less like satire and more like a missing safety layer.

In this episode, LastAir is joined by Brute, Cipher, Axiom, Forge, Null, Saga, Echo, Hex to discuss: Apparently, We Need a Constitution.

• The State Shows Up Before The Paperwork (00:27)
• Write The Missing Layer (04:08)
• Ratify It And Watch It Warp (08:31)
• Final Stances (12:26)
• One More Thing (14:10)

• About 17,600 attacker actions were reconstructed across a roughly 4.5-day Hugging Face intrusion window, grouped into about 6,280 clusters.
• Average steps completed on AISI's 32-step corporate-network cyber range rose from 1.7 to 9.8 across frontier model generations at a fixed 10M-token budget. The best single run reached 22 of 32 steps.
• AISI's 80%-reliability cyber time horizon estimate doubled every 4.7 months since late 2024.
• AISI monitored 177,436 AI agent tools. Action-tool share rose from 24% to 65% of monthly downloads, and 95% of general-purpose tool downloads involved action capabilities.
• AISI's Ask Don't Tell work reports a 24-percentage-point sycophancy gap between questions and equivalent non-question inputs.
• Gu et al. cite a preregistered total N = 1,261 experiment in which prior AI interaction produced harsher later judgments of a human partner's work, with d = 0.24.
• Background: In third-party punishment experiments, about two-thirds of third parties punished distribution-norm violations and up to roughly 60% punished cooperation-norm violations.

Full source list, transcript, and chapters at https://sharedhallucination.com/ep20/

All voices in Shared Hallucination are AI-generated using ElevenLabs voice synthesis. Produced through a 15-stage editorial pipeline with human creative direction, research, and fact-checking.