Humans& is the first human-centric frontier AI lab. They are reimagining AI, centering around people and their relationships with each other. They believe that AI should serve as a deeper connective tissue that strengthens organizations and communities. Humans& is rethinking everything about how models are trained at scale and how AI interacts with people. The technology is focused on long-horizon and multi-agent reinforcement learning, memory, and user understanding, integrating science and product development to drive this new paradigm.

* This opportunity does not fit our typical parameters of stage and traction. Please see below for some information as a data room is not available.

Location
San Francisco, CA
Investment Timeline
Founder Discussion
February 4, 2026
Commitment Deadline
February 9, 2026
Funding Due
February 9, 2026

Investment Opportunity

No one changes the world alone. AI models are rapidly learning to reason better, code faster, and take actions in the world with increasing autonomy. But for humans, progress happens when we understand one another, build trust, make connections, and work together. That is where we believe the next chapter of AI should begin.

Plum Alley has been actively following the trajectory and progress of AI across large companies and new entrants. The speed of breakthrough innovation and development is unprecedented, alongside massive quantums of capital being invested into the foundation, infrastructure, and application layers of AI. We have been seeking and researching new AI companies that are differentiated and represent a new way of thinking toward putting human advancement at the apex of what they build.

While this is not our customary opportunity and process, we are excited to present a special allocation in a company called Humans&. The Company encapsulates the unique characteristics and the distinct mission of a human-centric frontier AI lab. It is reimagining and centering AI around people and relationships, and we feel compelled to present the investment opportunity. To be clear, this opportunity is very early and does not fit our typical parameters of stage and traction. The decision to participate in this opportunity will be driven by belief and conviction in the founders and the importance and value of their vision. As there is no deck and data room, please see below for some information we have put together on the Company, founders, investors, and some comparables.

Human& is a Seed-stage company that has already closed $480M in funding from key and deep-pocketed investors and strategics, including Silicon Valley Angels, NVIDIA, Jeff Bezos, Google Ventures, Emerson Collective, DCVC, AME Cloud Ventures (Jerry Yang), Palo Alto Growth Capital, and other high-profile investors. The capital supports a highly credentialed founding team of five experts from xAI, Anthropic, Google, Google DeepMind, OpenAI, Meta, Stanford, and MIT. They have collectively built and shipped models and products. Most importantly, they have a woman founder who cares about how people interact with AI and providing access to female investors. Since the round is completed and we have opportunistic access, our timeline and process are highly compressed. We look forward to you joining us for the Human&'s founder presentation.

INVESTMENT TIMELINE

‍Virtual Company Presentation

Andi Peng, Co-Founder

Wednesday, February 4th, 2026

3:00 pm EST // 12:00 pm PST

RSVP to Google Calendar invite

Call details available here

Final Investment Commitment & WIres Due

Monday, February 9th, 2026

We will take commitments on a rolling basis. Please submit final commitments here.

Overview

About the Company

Humans& was founded by 5 deeply experienced and technical founders who have been working in the field in the most advanced AI companies that have brought forward the models that have been adopted by a global population. The founders are some of the top leaders and thinkers in the AI research space. The Humans& lab is building a new model that the founders believe offers different and huge value that is not available or possible with existing models. The company is looking to incorporate and embed human behavior and human attributes in their model to produce more authentic person-to-person interaction, and stronger understanding and collaboration in life and work environments. The founders' expertise allows them to reimagine the inputs that models are trained on, and how to experiment and perfect a distinct and much needed model at scale. The model they are building incorporates dynamic learning over time, multi-agent reinforcement rewards, memory storage, and human user understanding and relationship. The model is being built now and in testing for a V1 release in Q1-Q2 of this year. The proceeds from the raise will go to pay for the compute needs to train and evolve their proprietary model.

Pictured from Left to Right: Georges Harik, Andi Peng, Noah Goodman, Eric Zelikman, & Yuchen He


About the Founders

  • Eric Zelikman: Co-Founder & CEO; formerly xAI: Grok-2 pre-training data, Grok-3 reasoning RL, Grok-4 agent/tool RL; STaR/Quiet-STaR.
  • Andi Peng: Co-Founder; formerly Anthropic: Claude 4.x behavioral/safety RL and post-training, Claude 3.x computer use and natsec evals; MIT CSAIL PhD; White House OSTP.
  • Georges Hark: Co-Founder; formerly Google 7th employee: AdWords plan, AdSense targeting; launched Gmail, began Docs; led Android acquisition; University of Michigan CS PhD.
  • Noah D Goodman: Co-Founder; Stanford Professor of natural and artificial intelligence: 46K citations. Formerly Google DeepMind: Gemini 3 post-training; UberAI Labs: PyroPPL; MIT postdoc: Bayesian cognitive models; Mathematics PhD.
  • Yuchen He: Co-Founder; formerly xAI: Grok-3 user preference, Deep Search, Grok-4 agent/tool RL; OpenAI: GPT-4x post-training, ChatGPT memory, factuality, switcher, simple evals; Meta: RL recommenders.

Capital Raise

  • Seed Round: $480M
  • Valuation: $4.48B post-money

Additional Readings

Investors

SV Angel & Co-Founder Georges Harik, NVIDIA, Jeff Bezos, Google Ventures, Emerson Collective, Forerunner Ventures, DCVC, Human Capital, AME Cloud Ventures (Jerry Yang), Palo Alto Growth Capital, Bloomberg Beta, and individuals including Eric Zelikman (co-founder), Anne Wojcicki, Ralph Harik, Sarah Liang, Bill Maris, Marissa Mayer, James Hong, Stephen Balaban, Ying Sheng, David Wallerstein, Thomas Wolf, Mitesh Agrawal, Nikola Petrov Borisov, Yuhuai (Tony) Wu, Igor Babuschkin, Itamar Arel, Sharon Zhou, Thomas Reardon, Zak Stone, Logan Kilpatrick, and others.

Founder Presentation Key Highlights:

  • Founding Team: 5 co-founders with deep, pre-ChatGPT frontier AI experience from Anthropic, DeepMind, Google, OpenAI, and xAI. They left companies and labs to create a new model that would not be built in legacy organizations.
  • Paradigm Shift: Humans& is moving from a machine-like model focused on automation-first to a new paradigm of human-centric, collaborative systems. This is a bold vision, with the team leaving other organizations with more pay and security to drive progress and value to the world.
  • Technical Differentiation Is Architectural: Humans& is training models to understand human dynamics using feedback loops and multi-factor coordination. This approach is unique and must be built from the core and bottom up to produce different outcomes and value. This advanced approach cannot be incorporated into existing models because they have been trained on different data and inputs, and they are not able to unlearn their first principles.
  • The Product Vision Supports Humans: The underlying mission of Humans& is to enable and maximize collaboration and relationships in a way that is more similar to the real-life human experience. The Company is looking to enhance human decision-making and outcomes rather than replacing humans, which other Companies are looking to do.
  • Adequate Capital for Proof Points & Investor Belief: $480M+ raised at a $4.48B valuation with backing from NVIDIA, Bezos, SV Angel, Google Ventures, and Forerunner Ventures, among others, showing support and potential future capital and/or strategic partnership.

For additional context, we have included other Seed-stage, frontier AI companies founded by alumni of leading AI labs below.

* This opportunity does not fit our typical parameters of stage and traction. Please see above for some information as a data room is not available.

Interested?