AGI House Newsletter

🤖 AGI Market Research: Self Evolving Agent

Our latest thought piece, Self-Evolving Agents: The Emerging Stack and Field Insights, explores a new era in AI: self-evolving agents—systems that generate, evaluate, and improve themselves. From the Darwin Gödel Machine’s theoretical foundations to real-world experiments at our hackathon, the blog examines how agents are evolving across coding, biomedicine, and business workflows. It highlights the emerging “self-evolution stack,” including memory, orchestration, and tool layers, and explains why the next platform-defining AI companies will turn the outer loop of learning into a tangible product.

⭐️ Upcoming Build Day

Gemini 3 Build Day - December 13th @ AGI House

AGI House is hosting an exclusive hands-on build event for the launch of Google Gemini 3, a model built for truly multimodal creation. Join us as we explore how Gemini can power intelligent agents, vision-aware interfaces, creative design tools, and real-time reasoning systems - all in a single unified stack.

♟️ NeurIPS 2025: The Chess AI Showdown

AGI House is bringing chess to life with AI at NeurIPS 2025. Participants will fine-tune small language models on AWS Trainium, watch live gameplay, and compete on a real-time leaderboard. A huge thank you to AWS, AIcrowd, and NeurIPS for co-hosting this hands-on, strategy-packed workshop.

🎙️ New Episode: Inside Maestro — AI21’s Blueprint for Reliable AI Agents

This week’s episode goes deep into the one thing standing between AI hype and real-world adoption: reliability. Recorded live at AGI House during the inaugural Productivity Agent Build Day, we sit down with Guy and Yuval from AI21 Labs for an inside look at Maestro, their new platform for building AI agents you can actually trust.

💻 Hackathon Events Recap

AWS Small Language Model Build Day – November 8th, 2025

On November 8, over 100 builders came together to prototype 30+ projects at the AGI House SLM Build Day - our biggest Trainium sprint yet. The day featured technical deep dives, live demos, and hands-on support from an all-star lineup of speakers and judges from AWS, Anthropic, Hugging Face, B Capital, Smart Design, Tectonic Ventures, Arcee AI, Haize Labs, and AGI House Ventures.

🥇 LLM Prompt Optimization – A prompt-improvement engine that helps users craft more effective prompts for LLMs and agentic AI systems, boosting output quality and overall user experience.

🥈 First-Aid Advice Agent – An offline, survival-ready assistant that delivers immediate, step-by-step emergency guidance when users have no internet access or emergency services.

🥉 Sports Science with SVLMs – A risk-assessment system built with vision-language models to analyze athletic movements and provide biomechanical insights.

⭐ Best Bedtime Story Generator – A delightful SLM that invents new, personalized bedtime stories on demand—perfect for parents who are out of ideas at night.

💼 We’re hiring, and our portfolio companies are too

• PhotaLabs is building personalized generative AI models that preserve both identity and context in photos. Backed by a16z, and founded by two of Adobe’s leading AI researchers, they’re reimagining how we capture and edit real moments. Hiring for roles listed here. Email [email protected] if interested.

• Develop Health is building AI automation to enable prescribers. Backed by Wing VC and other leading investors, they are reimagining how care is delivered Hiring: AI Engineer, Product Engineer, and Platform & Security Engineer. Email [email protected] if interested.

• AGI House is building the infrastructure for AGI and looking for exceptional candidates to join our core team. Hiring: AI Engineer, AI Researcher & Investor, and AI Product Engineer & Operator. Email [email protected] if interested or read more here .

Till next time,

AGI House Team

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