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Memory Layer for LLMs

Memory that
persists.

Raven is a decentralized memory layer on Walrus. Store context, train models, and give your LLMs persistent, verifiable memory — without centralized infrastructure.

Raven mascot

Power to the builder

Use Cases
AI Agents

Context that travels with your agent.

Autonomous agents lose state between sessions. Raven gives them durable, queryable memory — so every interaction builds on the last.

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Fine-Tuning

Train on verified data. Ship reliable models.

Store training datasets on Walrus with cryptographic proofs. Prevent poisoned data from corrupting your models. Trust your inputs.

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RAG Pipelines

Your knowledge base, decentralized.

Embed and retrieve context from a censorship-resistant store. No single point of failure. Your data stays available, always.

Learn more
How It Works

Three lines of code.

01

Connect your LLM

Integrate Raven's SDK into any model pipeline. Works with OpenAI, Anthropic, open-source — any LLM that takes context.

02

Store memory on Walrus

Context, embeddings, and training data are stored on Walrus's decentralized blob store — verifiable, redundant, always on.

03

Recall and evolve

Your model retrieves past context on every inference. Memory compounds. Your LLM gets smarter — session after session.

raven.ts
import { Raven } from "@raven/sdk"
 
const memory = new Raven({ network: "walrus" })
 
// Store context after each conversation
await memory.store(sessionId, context)
 
// Retrieve on next inference
const ctx = await memory.recall(userId)
llm.generate({ context: ctx, prompt })
Raven mascot
Built On

Powered by Walrus.

Walrus is a decentralized storage network built for massive data blobs. Raven leverages it to give LLMs the persistence layer they've always needed.

99.9%
Uptime
50ms
Recall Latency
Context Window

Built on the Walrus Stack

Created by the team building on Walrus and Sui. Raven's modular architecture brings persistence, verifiability, and composability together so builders can focus on creating great AI — not managing infrastructure.

Sui Network
Walrus Protocol
Raven SDK
Memory Layer
Your LLM Application
Raven SDK
Walrus Storage
Sui Network
Orchestration Layer
Memory Persistence
Blob Storage
Consensus + Verification
+ Pricing

Simple, transparent pricing

Start free and scale as you grow. No hidden fees, no surprises.

Developer
Perfect for testing and side projects
Free
  • 1,000 API calls / month
  • 1 tenant
  • 50 users
  • 7 days retention
Most Popular
Pro
For growing applications
$29/month
  • 25,000 API calls / month
  • 3 tenants
  • 500 users per tenant
  • 30 days retention
Scale
For production workloads
$99/month
  • 150,000 API calls / month
  • 10 tenants
  • 5,000 users per tenant
  • 90 days retention
  • Analytics dashboard
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