World's Fair 2026
The Factory That Dreams: 39 AI Agents, No Framework - Rushabh Doshi, Machinecraft
Overview
This talk details the creation of an AI system, named Eira, designed to act as a comprehensive "brain" for a manufacturing company. Instead of relying on traditional data science teams or extensive model training, the approach focused on building a well-organized memory system using off-the-shelf models. The core idea is to create a digital twin of the company's knowledge, enabling it to manage go-to-market operations and remember critical business information.
Who should watch
- AI Engineers looking to build agentic systems without extensive custom model training.
- Product Managers and Builders interested in practical applications of AI for business operations.
- Anyone facing challenges with institutional knowledge loss or seeking to scale operations through AI.
- Developers exploring multi-agent architectures and robust memory systems.
Key takeaways
- A company's institutional knowledge can be digitized and managed by AI without traditional ML training or large budgets.
- The system, Eira, functions as a collection of specialized AI agents, each with a single, defined job, rather than a single, monolithic AI.
- Eira's architecture emphasizes a layered memory system, including working memory, pinned facts, and episodic recall, to ensure continuity and prevent information decay.
- A biological model inspired the system's design, incorporating senses, digestion, memory, and a dream cycle for nightly consolidation and learning.
- The system leverages existing models and tools, exposing capabilities as over 200 tools via a single protocol, making it a practical, real-world stack.
- A core principle is that Eira drafts actions, but a human always sends them, maintaining a crucial layer of oversight.
- The project's cost was significantly lower than agency quotes, highlighting the efficiency of this approach for building company-specific AI.
- The architecture, called Brain OS, is open-sourced to enable others to build their own company-specific AI brains.
Notable quotes
*The part that matters, isn't the machines, it's the knowledge.*
*We weren't scared of the competitors, we were scared of forgetting.*
*The brain isn't a smarter model. It's actually a really, really well-organized memory.*
Unofficial community note. Prefer the recording for nuance.