Unsupervised Learning: A Day of Research Discussions

July 24, 2025

Event Overview

Unsupervised
Learning

Join us on July 24th for Unsupervised Learning* — a day to explore some of the most important recent developments in frontier AI safety. *(You will be doing the Unsupervised Learning, not the models)

Researchers will share insights through lightning talks, group discussions, and deeper-dive sessions in the afternoon. All sessions are optional: attendees are heavily encouraged to grab 1:1s, co-work, and drop in and out of scheduled sessions as they find them useful.

Register here by Friday, July 18 EOD. Last minute attendees contact henry@constellation.org.

Event Details

  • Date
  • July 24, 2025
  • Location
  • Constellation Research Center
  • Format
  • Coworking, 1:1’s, lightning talks, group discussions, deep-dive sessions, happy hour
  • Refreshments
  • Breakfast, lunch, dinner, and all day snacks provided

Additional location information:

Sessions will be hosted in Constellation’s workspace in Downtown Berkeley. Food, drinks, and workspace amenities (workstations, call booths, meeting rooms) available to all attendees. The space will be open from 8:30am until late for co-working and conversations between sessions. Specialized workspace needs are available upon request. (Contact Henry, henry@constellation.org.)

Schedule

Feel free to use any coworking rooms, meeting rooms, common spaces, and phone booths. Do any activities that fit your schedule.

8:30 AM

11th Floor

Doors Open for Coworking and 1:1’s

Workspace opens for co-working and conversations with full amenities (workstations, call booths, meeting rooms, and snacks). We expect 1:1’s will be ongoing throughout the day.

11th Floor

9:30 AM

11th Floor

Breakfast: Boichik Bagels, Signal Coffee, and Elaichi Chai!

11th Floor

11th Floor

12:30 - 2:00 PM

Lunch Area

Lightning Talks over Lunch

Quick—fire presentations from researchers across participating organizations. 

  • Constellation – Henry Sleight
  • Anthropic — Sam Bowman
  • Epoch AI — Jaime Sevilla
  • Eleos AI — Rob Long & Rosie Campbell
  • Google DeepMind — Alex Turner
  • Anthropic — Holden Karnofsky
  • xAI — Alex Pan

Lunch Area

2:00 - 3:00 PM

Lunch Area

Talk: Progress in Understanding and Mitigating Emergent Misalignment

  • Truthful AI — Owain Evans
  • OpenAI — Dan Mossing, Miles Wang, Olivia Watkins, Alex Makelov

Lunch Area

3:00 - 4:00 PM

Breakout Space

Discussion: Progress in Understanding and Mitigating Emergent Misalignment

  • Truthful AI — Owain Evans (w/ Alex Cloud & Minh Le)
  • Anthropic — Evan Hubinger, Monte MacDiarmid, Benjamin Wright, Sam Marks
  • OpenAI — Dan Mossing, Miles Wang, Olivia Watkins, Alex Makelov

Breakout Space

4:00 - 5:00pm

Lunch Area

Discussion: Challenges and Opportunities in AI Control

  • Redwood Research — Buck Shlegeris & Ryan Greenblatt
  • Anthropic — Ethan Perez, Fabien Roger, Joe Benton
  • Google DeepMind — Erik Jenner
  • OpenAI — Stephen McAleer

Lunch Area

Breakout Space

Talk: Reconciling METR’s work on Agent Horizons with Human Uplift Experiments

  • METR — Joel Becker & Nate Rush

Breakout Space

5:00 - 6:00PM

Breakout Space

Discussion: Updates on CoT Monitoring

  • Google DeepMind — Scott Emmons & Erik Jenner
  • OpenAI — Joost Huizinga
  • METR
  • Anthropic — Fabien Roger, Joe Benton, Yanda Chen

Breakout Space

6:00 - 9:00PM

Lunch Area

Happy Hour and Dinner

End the day with conversations over catered dinner!

Lunch Area

Logistical Information

Flexible Attendance Options

  • Full Day Experience: Join us for coworking, 1:1’s, and optional scheduling (lightning talks, deep-dive sessions, and happy hour.)
  • Mix and Match: Do any activities that fit your schedule.

Who Should Attend

We welcome anyone excited to engage with others working on cutting edge AI Safety and frontier models. We welcome thoughtful critics and different intellectual perspectives. Your questions and challenges help shape productive discussions and encourage ongoing dialogue.

What is Constellation? 

We are an independent, nonprofit research center hosting over 200 individual researchers and organizations working on frontier problems in AI safety. You'll connect with many of our affiliates throughout the event, both as speakers and fellow attendees.

Interested in working from Constellation or learning more? Contact henry@constellation.org.

Arrival & Parking

Our address is 2150 Shattuck Ave, Berkeley, CA. We are in the Chase Building right by the Downtown Berkeley BART. The entrance is off Shattuck Ave. Buzz yourself up from the lobby to floor 11. We will greet you! Call 1-510-200-8195 with any questions (don’t text). 

Park in Downtown Berkeley. We recommend parking in Allston Way Garage (2061 Allson Way, Berkeley, CA, 94704.) You can enter from Allston Way or Center Street. After entering the lot, you can get free parking by using the code “Constellation” with AirGarage. More parking info is here.

Accessibility & Accommodations

We are committed to making this event accessible to all participants. Please contact us regarding:

  • Accessibility accommodations
  • Dietary restrictions or food allergies
  • Any other needs to ensure your participation

Code of Conduct

We maintain a professional environment that encourages respectful discourse, intellectual honesty, and constructive criticism. All participants are expected to engage thoughtfully and respectfully with different viewpoints. Participants are expected to follow Constellation's policies and the rules of their organizations.

Photography

  • No photography.
  • Please respect presenter preferences regarding recording or sharing of specific content.

Contact Information

For questions, accommodation requests, or additional information: