1. **Fragmented context:** The enterprise's context is scattered everywhere, for example: - Distributed across different SaaS platforms (Notion, Google Drive, Slack, CRM systems, etc.) - Stored on the local machines of different employees - Exists in various file formats (PDF, Word, Excel, code files, emails, etc.) - Scattered across different databases and internal systems Collecting and integrating this context is extremely difficult, causing the agent to only see partial information and preventing it from fully realizing its potential 2. **Complex permissions for agents:** Even when all context is collected together, enterprises still face complex agent-oriented permission management issues, such as: - Different agents need to access different levels of sensitive information (financial data, customer privacy, internal secrets, etc.). - Different agents need to be able to add, modify, and delete different parts of the context - Conflicts may arise when multiple agents operate simultaneously, requiring a coordination mechanism - Permission rules need to be consistent with the enterprise's existing access control policies The lack of a unified permission management system results in agents either having excessive permissions, posing security risks, or having insufficient permissions to complete tasks. Additionally, the permissions of each agent vary, necessitating a unified permission configuration system. 3. **Complex Context Distribution:** Enterprises need to distribute context to various agents in different ways, but face technical challenges: - Different scenarios require different distribution protocols (MCP, API, Bash sandbox, etc.) - Need to build and maintain a dedicated hosting service - Each distribution method requires separate development and testing - Lack of a unified distribution management platform Without a standardized distribution solution, enterprises need to build complex infrastructure on their own, which greatly increases the technical threshold and maintenance costs of deploying agents

puppyone

A context file system built for AI agents.

A context file system built for AI agents.