analiza aiqbench
This release addresses a critical architectural bottleneck in production AI agents: the inability to maintain persistent, relational context across sessions beyond static vector stores. By leveraging Neo4j's graph database to map relationships between users, tools, and decisions, this SDK enables models to dynamically retrieve relevant history rather than relying on linear text lists or simple embeddings. The shift from ephemeral context windows to durable knowledge graphs represents a significant step toward scalable, long-term memory for autonomous agents.
Your AI Agent Forgets Everything. So We Taught It to Remember — With a Graph.

Introducing @neo4j-labs/nams-ai-provider — one package that gives any Vercel AI SDK model persistent, cross-session memory backed by a Neo4j knowledge graph. Three integration modes, one API key, and a guarantee no other memory provider ships.Every production chat agent has the same embarrassing flaw.… Read more →
Introducing @neo4j-labs/nams-ai-provider — one package that gives any Vercel AI SDK model persistent, cross-session memory backed by a Neo4j knowledge graph. Three integration modes, one API key, and a guarantee no other memory provider ships. Every production chat agent has the same embarrassing flaw. A user spends twenty minutes explaining their stack, their preferences, the decision they finally made about their deployment pipeline — and the moment the session ends, all of it evaporates. Tomorrow, the agent greets them like a stranger. The model isn’t the problem. Context windows are bigger than ever. The problem is architectural: there is no durable place for what the agent learns to live, and no mechanism that brings it back at the right moment. Those are two separate jobs, and the second one is the hard one. Writing things down is easy. Deciding, on turn 400, which three of nine thousand stored sentences belong in this prompt is the entire discipline. @neo4j-labs/nams-ai-provider does both jobs, for any model, behind one changed line of code. It’s a community provider for the Vercel AI SDK backed by the hosted Neo4j Agent Memory Service (NAMS) — no Neo4j cluster to run, no vector store to pick, no…
Extras afișat conform termenilor RSS ai publicației · 200 cuvinte · textul integral și figurile sunt pe site-ul publicației
Subiecte conexe

The payload: the semantic layer, memory, and the loop that fills it
Neo4j · 10 aug. 2026

OpenRouter: from Seed to Stripe — with OpenRouter’s Alex Atallah & AMP’s Anjney Midha
Latent Space · 25 sept. 2026

Presentation: From Copy-Paste to Composition: Building Agents Like Real Software
InfoQ · 22 iul. 2026

Can you trust Meta’s Muse or OpenAI’s Dots to run your life?
The Verge · 8 oct. 2026