Dakera — Self-Hosted AI Agent Memory Server
Repository: https://github.com/dakera-ai/dakera-deploy
Suggested section: Data Management / Feature Store / Model Serving Infrastructure
Description:
Dakera is a self-hosted memory server for AI agent systems. As LLM agents move into production (customer support, code assistants, autonomous workflows), they need persistent memory that survives across sessions. Dakera provides this as infrastructure — a Rust-based server with decay-weighted vector memory, hybrid search, and knowledge graph capabilities.
Key capabilities:
- Decay-weighted importance scoring (production-safe: prevents unbounded memory growth)
- Hybrid BM25 + vector retrieval (sub-100ms query latency)
- Session-based memory management for multi-tenant agent deployments
- Knowledge graph with automatic entity extraction
- REST API + MCP (Model Context Protocol) integration
- SDKs in Python, JavaScript, Rust, Go
- Docker Compose deployment, self-hosted
Relevance to MLOps:
As AI agents become operational (not just experimental), they need memory infrastructure the same way ML models need feature stores and model registries. Dakera is that infrastructure layer — designed for always-on, multi-agent production systems.
Built in Rust. Benchmarked at 87% recall on LoCoMo 1540Q conversational memory.
Dakera — Self-Hosted AI Agent Memory Server
Repository: https://github.com/dakera-ai/dakera-deploy
Suggested section: Data Management / Feature Store / Model Serving Infrastructure
Description:
Dakera is a self-hosted memory server for AI agent systems. As LLM agents move into production (customer support, code assistants, autonomous workflows), they need persistent memory that survives across sessions. Dakera provides this as infrastructure — a Rust-based server with decay-weighted vector memory, hybrid search, and knowledge graph capabilities.
Key capabilities:
Relevance to MLOps:
As AI agents become operational (not just experimental), they need memory infrastructure the same way ML models need feature stores and model registries. Dakera is that infrastructure layer — designed for always-on, multi-agent production systems.
Built in Rust. Benchmarked at 87% recall on LoCoMo 1540Q conversational memory.