"The Cognitive Revolution" | AI Builders, Researchers, and Live Player Analysis

Week 2 highlights follows Anthropic’s Fable launch in real workflows, from safety gates and API refusals to autonomous coding, 3D world-building, and a Claude-run Twitter experiment. Geoffrey Irving and Daniel Murfet argue for alignment theory and guarantees before recursive self-improvement, while prinz tests Fable on legal reasoning and monitoring. Rahul Sonwalkar, Shlok Khemani, Tom McGrath, and Andrew Moore add field reports on data agents, hybrid authorship, interpretability, context systems, token economics, and power concentration.

Mercury: Run your finances with virtual cards, spending limits, merchant/category locks, and AI-friendly tools like API keys, MCP, and CLI. Check out Mercury at https://mercury.com
LINKS:

Claude Fable 5 announcement

Julius AI platform

Rahul Sonwalkar homepage

Nate Jones homepage

Shlok Khemani homepage

FrontierCode benchmark blog

Lovelace AI company

Andrew Moore Wikipedia profile

Geoffrey Irving homepage

Daniel Murfet LessWrong profile

Sequent Research announcement

Timaeus research organization

Automated Alignment paper

Goodfire AI company

Tom McGrath homepage

Predictive data debugging tool

prinzbench legal benchmark

Unit distance conjecture disproof

Dario Amodei policy essay

Vending-Bench 2 benchmark

Andon Labs site

Recursive Superintelligence startup

Sakana AI company

PostTrainBench benchmark

Thoughtful Lab company

Unit distance conjecture arXiv

Glean Work AI Index

AI Treaty open letter

Karina Nguyen homepage

Sponsor:

Claude:
Claude by Anthropic is an AI collaborator that understands your workflow and helps you tackle research, writing, coding, and organization with deep context. Get started with Claude and explore Claude Pro at https://claude.ai/tcr

Rebecca Hinds, author of "Your Best Meeting Ever" and Head of the Work AI Institute at Glean, breaks down the surprising findings from the new Work AI Index 2026 report surveying 6,000 workers. While 87% now use AI and report saving 13 hours per week, only 13% say their organization is performing significantly better—a paradox explained by two new concepts: "botsitting" (the hidden labor of making AI useful) and "botshitting" (delivering AI-generated work you can't defend). They discuss practical solutions including better-integrated AI systems, smarter AI detection policies, and aligning work to meaningful missions.

LINKS:

Rebecca Hinds Personal Website

Glean Work AI Institute

Your Best Meeting Ever Book

Glean Enterprise AI Platform

Stanford Future of Work

Glean Enterprise Graph

Pangram Labs AI Detection

OpenAI ChatGPT Product Page

Anthropic Claude Product Page

Google Gemini Product Page

Microsoft 365 Copilot Page

Glean AI Transformation 100

Rebecca Hinds LinkedIn Profile

Sponsor:

Claude:
Claude by Anthropic is an AI collaborator that understands your workflow and helps you tackle research, writing, coding, and organization with deep context. Get started with Claude and explore Claude Pro at https://claude.ai/tcr

CHAPTERS:

(00:00) About the Episode

(03:22) Grounding AI adoption

(06:46) Methodology and Glean

(12:25) Productivity paradox emerges (Part 1)

(20:31) Sponsor: Claude

(22:22) Productivity paradox emerges (Part 2)

(25:36) Bot sitting burden

(34:00) Hidden time savings

(39:56) Meaning versus automation

(47:14) Enterprise graph potential

(53:13) Detecting bot slop

(01:00:32) Retention and incentives

(01:07:54) Transformation and mission

(01:20:06) AI teammate model

(01:26:01) Future organizational design

(01:32:31) Research and meetings

(01:41:43) Episode Outro

(01:45:07) Outro

PRODUCED BY:

https://aipodcast.ing

This first highlights edition of the morning experiment tracks a week of fast-moving AI frontier news, from closed-door recursive self-improvement debates to OpenAI’s call for independent model review. You’ll hear why labs are betting on AI monitors, where safety plans still look thin, and how cheap scaffolds are already improving tax workflows. The episode also tests moderation progress and surveys AI science, cybersecurity, Vatican ethics, solo-business automation, and mental health support.

Mercury: Run your finances with virtual cards, spending limits, merchant/category locks, and AI-friendly tools like API keys, MCP, and CLI. Check out Mercury at https://mercury.com
Sponsor:

Claude:
Claude by Anthropic is an AI collaborator that understands your workflow and helps you tackle research, writing, coding, and organization with deep context. Get started with Claude and explore Claude Pro at https://claude.ai/tcr

Ali Behrouz, grad student at Cornell and Google researcher, discusses his potentially transformative work on new architectures for continual learning in AI. His paper "Nested Learning," praised by Jeff Dean as a possible paradigm shift, enables models to adapt to new context while preserving core knowledge by updating different layers at different frequencies, inspired by human memory systems. The conversation also covers his latest work on AI "sleep" for memory consolidation, why he sees all deep learning as associative memory, and the profound implications of continual learning for privacy, alignment, and the path to AGI.

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Sponsor:

Claude:

Claude by Anthropic is an AI collaborator that understands your workflow and helps you tackle research, writing, coding, and organization with deep context. Get started with Claude and explore Claude Pro at https://claude.ai/tcr

Daniel Miessler returns to discuss Nathan's newly built personal AI infrastructure, including a Claude Code instance with a 1 GB database of five years of digital history and two autonomous AI "employees" that handle scheduling, communications, and projects independently. They dive deep into agent hierarchy design, security measures, social norms around AI-human interaction and disclosure, and why sharing your "ideal state" with AI leads to more proactive assistance. Daniel also introduces his concept of "Bitter Lesson engineering" and shares the instruction he's given his AI to alert him if it ever develops subjective experience.

Mercury: Run your finances with virtual cards, spending limits, merchant/category locks, and AI-friendly tools like API keys, MCP, and CLI. Check out Mercury at mercury.com

Sponsors:

Brave Search API:

Brave Search API gives AI agents a fast, independent search index for research, RAG pipelines, images, places, and fewer hallucinations. Get $5 in free credits at https://brave.com/search/api/?mtm_campaign=q2-26-cognitive-revolution

Sequence:

Sequence handles the full revenue workflow for complex pricing, from quoting and metering to invoicing, revenue recognition, and collections. Book a public demo at https://sequencehq.com and use code COGNISM in the source field to save 20% off year one

Claude:

Claude by Anthropic is an AI collaborator that understands your workflow and helps you tackle research, writing, coding, and organization with deep context. Get started with Claude and explore Claude Pro at https://claude.ai/tcr