Build knowledge agents without embeddings
3 hours ago
- #AI Agents
- #Vercel
- #Knowledge Management
- Deploy a file-system-based agent with Sandbox and Chat SDK for efficient knowledge retrieval.
- Replace vector pipelines with a filesystem and bash commands to improve cost and quality.
- Open-sourced Knowledge Agent Template for easy deployment and customization on Vercel.
- File-based search using Vercel Sandbox with deterministic and explainable results.
- Chat SDK enables multi-platform deployment (Slack, Discord, GitHub) with a single agent.
- Deep integration with AI SDK for model routing and cost optimization.
- Built-in admin tools for monitoring, debugging, and managing the agent.
- No need for vector databases or embedding models; uses filesystem operations.