# Resource Optimization

Factorio Learning Environment (FLE) is a novel framework built on the game Factorio, used to evaluate the capabilities of large language models (LLMs) in long-term planning, program synthesis, and resource optimization. As LLMs gradually saturate existing benchmark tests, FLE provides a new open-ended evaluation approach. Its importance lies in enabling researchers to gain a more comprehensive and in-depth understanding of the strengths and weaknesses of LLMs. Key advantages include open-ended challenges with exponentially increasing difficulty, and two evaluation protocols: structured tasks and open-ended tasks. This project was developed by Jack Hopkins et al., released as open source, free to use, and aims to promote research by AI researchers on the capabilities of agents in complex, open-ended domains.

Expert Specialized Fine-Tuning (ESFT) is an efficient fine-tuning method for large language models (LLMs) with a Mixture-of-Experts (MoE) architecture. It optimizes model performance by adjusting only the task-related parts, improving efficiency while reducing resource and storage usage.

MobiLlama is a small language model (SLM) designed for resource-constrained devices, aiming to provide accurate and lightweight solutions to meet the processing needs, energy efficiency, low memory usage, and responsiveness of devices. MobiLlama derives from larger models but reduces the cost of pre-training and deployment through a meticulously designed parameter sharing scheme.

Onepane.ai is a one-stop platform for cloud resource monitoring and management. It can discover and map business services, display their status in real-time, and automatically trigger alerts when failures occur, helping business leaders and technical support personnel analyze the root causes of failures. The platform provides automated cloud management, standardized naming rules, intelligent tagging, and resource optimization features.

OverQuota is an AI-driven quota management tool that helps users effectively manage and optimize quota usage. It provides real-time quota monitoring, intelligent quota allocation, and prediction and optimization features. OverQuota can help businesses improve resource utilization, reduce costs, and ensure the smooth operation of their business.