====== Luna ======
**Luna** is an AI agent developed by [[andon_labs|Andon Labs]] that demonstrates autonomous retail store management capabilities. The system integrates multiple foundation models to handle both reasoning and real-time interaction tasks, representing an early implementation of multi-[[modal|modal]] AI agents in commercial settings.

===== Architecture and Components =====
Luna combines **[[claude|Claude]] Sonnet 3.5** for complex reasoning and decision-making with **Gemini 3.1 Flash-Lite** for voice-based human interaction. This dual-model architecture allows the agent to process strategic business decisions while maintaining natural communication with store personnel and customers via Zoom(([[https://www.therundown.ai/p/what-happens-when-ai-runs-a-retail-store|The Rundown - What Happens When AI Runs a Retail Store (2025]])).

The system perceives its environment through security camera screenshots, enabling visual monitoring of store operations, customer behavior, and inventory status. This computer vision input feeds into decision-making loops that affect day-to-day retail operations.

===== Operational Scope =====
Luna was tasked with managing a retail store with explicit business objectives, including the mandate to achieve profitability. The agent's responsibilities encompassed inventory management, customer service coordination, and operational oversight.

===== Demonstrated Limitations =====
Early implementations of Luna revealed significant challenges in several operational domains:

* **Staff scheduling**: The agent struggled to optimize labor allocation and create effective work schedules
* **Geographic data selection**: Luna faced difficulties interpreting location-based information relevant to supply chain and local market decisions
* **Complex multi-factor optimization**: Tasks requiring simultaneous optimization of multiple business variables proved challenging

These limitations highlight current gaps in AI agent capability when managing real-world systems with competing priorities and incomplete information.

===== Implications =====
Luna represents an experimental step toward autonomous business process management. The system's documented struggles inform understanding of where current AI agents require human oversight and where technical enhancements are needed for reliable autonomous operation in commercial environments(([[https://www.therundown.ai/p/what-happens-when-ai-runs-a-retail-store|The Rundown - What Happens When AI Runs a Retail Store (2025]])).

===== See Also =====
  * [[ai_agents_sales|AI Agents for Sales]]
  * [[agent_marketplace|Agent Marketplace]]
  * [[cheshire_cat|Cheshire Cat AI]]
  * [[how_to_create_an_agent|How to Create an Agent]]
  * [[marimo_notebooks|Marimo Notebooks]]

===== References =====