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- AGI House: Agents + World Models - The Next Frontier Toward AGI?
AGI House: Agents + World Models - The Next Frontier Toward AGI?
The same question is surfacing across every frontier we're tracking: can AI simulate not just what things look like, but what happens next? Lets dive into the talk from Shlomi Fruchter— Research Director for Genie 3 at Google DeepMind. On April 18, we are partnering with PingCAP to deploy agents in production with agent harness infrastructure.
AGI House
April 10, 2026 • Estimated Reading Time: 5 minutes
Agent Harness Build Day @ AGI House
Agents can handle a demo. Most fall apart by the fiftieth tool call.
On April 18th, AGI House and PingCap are convening builders, researchers, and engineers deploying agents in production, across software, finance, healthcare, and infrastructure, for a focused day of building around the hard problems: durable context, robust orchestration, and the harness infrastructure that turns impressive models into dependable systems.
Space is limited. Apply to attend →
Frontier Lunch Club — Stanford CS25
AGI House has partnered with MongoDB to launch a lunch club this quarter for Stanford students, spearheaded by our friends at CS25: Transformers United — Stanford's seminar on frontier AI research, taught by Christopher Manning and colleagues, featuring guests like Geoffrey Hinton, Andrej Karpathy, and Ashish Vaswani.
If you're a Stanford student, you’re eligible. Here's what the Frontier Lunch Club gets you:
Access to small, closed-door lunches and dinners with top researchers and founders
Entry into AGI House's recruiting pipeline, used by leading AI companies when looking for exceptional interns and full-time hires
A $1,000 prize on the table — details coming soon
Audit CS25 →
Apply for Frontier Lunch Club →
Joseph Spisak (VP @ Reflection AI), Evan Feinberg (CEO @ Genesis Molecular AI), Anuroop Sriram (Researcher @ Project Prometheus), Larry Zitnick (AI Research Director @ Meta FAIR), Steven Hong (Founder @ Stealth), Gege Wen (CEO @ Earth Flow AI), Eric Nguyen (CEO @ Radical Numerics), Vivek Adarsh (CEO @ Mithril), Amber Liu (Cofounder @ Stealth), etc.
From Code to Atoms: Why Science Is Different
Last week, thanks to Obvious Ventures and Joe Spisak, a group of founders, researchers, and investors gathered for an intimate dinner around a question that's becoming impossible to ignore: what happens when AI leaves the world of code and collides with the physical world of science?
AI has conquered language and code. Science is harder, slower, and messier. That's exactly why it's next.
Read the full writeup →
Job Board
We’re Hiring And So Are Our Portfolio Companies
▶ AGI House is building the infrastructure for AGI and is looking for exceptional people to join our core team. We’re hiring full time AI Researcher and Investors to our applied AI research in social agents, and investment thesis around the core AI stack, Creative Director to lead creative direction and social at AGI House. Email [email protected]
▶ Enam Co is building the future of work through foundational AI research, inspired by Ford's assembly line and Ohno's production system. Hubs in San Francisco, Toronto, and Berlin. Hiring: Member of Technical Staff (ML Research) — leading neural network architecture research, LLMs, hypercomplex formulations, and hardware-aware ML. Email [email protected]
▶ Develop Health is building AI automation to enable prescribers, with the goal of becoming the agentic clearinghouse in healthcare. Backed by Wing VC and other leading investors. Hiring: AI Engineer, Product Engineer, and Platform & Security Engineer (Bay Area). Email [email protected]
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Until next time,
AGI House Team