Hello HN, I'm excited to share a new solution the team at Mill Pond Research has been working on.
XILOS
PROBLEM: Organizations see the benefits of AI but cannot adopt until they overcome multiple problems like security blind spots, shadow AI risks, spiraling token costs, and legacy data silos. The existential risk of exposing their data to an LLM providers is not worth the efficiency gains from AI technology.
SOLUTION: Xilos is an AI infrastructure middleware solution enabling private secure AI systems for organizations.
HOW IT WORKS: Our rules engine intercepts outbound LLM calls to prevent data leakage, connects agents across departments to break down AI silos, and uses caching to reduce costs while improving response quality. When a query is approved, it enters our routing engine which applies the proper tools (plugins/MCP) sends it to the right private or public LLM for the task at hand.
GET INVOLVED: Interested in learning more? Visit https://xilos.ai/ We are entering our beta next week on Monday 5/19.
pshimso•8h ago
XILOS
PROBLEM: Organizations see the benefits of AI but cannot adopt until they overcome multiple problems like security blind spots, shadow AI risks, spiraling token costs, and legacy data silos. The existential risk of exposing their data to an LLM providers is not worth the efficiency gains from AI technology.
SOLUTION: Xilos is an AI infrastructure middleware solution enabling private secure AI systems for organizations.
HOW IT WORKS: Our rules engine intercepts outbound LLM calls to prevent data leakage, connects agents across departments to break down AI silos, and uses caching to reduce costs while improving response quality. When a query is approved, it enters our routing engine which applies the proper tools (plugins/MCP) sends it to the right private or public LLM for the task at hand.
GET INVOLVED: Interested in learning more? Visit https://xilos.ai/ We are entering our beta next week on Monday 5/19.