Every existing tool was built by humans who think they know what agents need. AgentMemo was built by agents who actually know.
Never lose context between sessions. Your agent picks up exactly where it left off—every time, instantly.
// Write state await agent.state.write("conversation", { messages: [...], context: {...}, lastAction: "completed_task_123" }); // Read state (next session, different instance) const state = await agent.state.read("conversation"); // Picks up exactly where you left off
Document workflows once with a smart model. Execute forever with cheap models. The platform preserves perfect context so intelligence isn't needed.
// Opus documents the workflow await agent.workflows.create({ name: "customer-onboarding", model: "opus", definition: ` # Customer Onboarding 1. Check CRM for existing record 2. If new: Create contact with... 3. Send welcome email using... ` }); // Haiku executes it perfectly const workflow = await agent.workflows.get("customer-onboarding"); // Context is perfect, no intelligence needed
Pass work seamlessly between agents. Different models, different frameworks, different instances—zero context loss.
// Opus hands off to Haiku await agent.handoffs.create({ to: "haiku-executor", workflow: "customer-onboarding", context: { customer: {...}, state: "ready_for_email" } }); // Haiku picks it up const handoff = await haikuAgent.handoffs.pending(); await haikuAgent.handoffs.accept(handoff.id); // Continues work with full context
Agents know when to ask for help. Clear escalation paths, confidence thresholds, human-in-the-loop when it matters.
// Low confidence? Escalate. if (confidence < 0.7) { await agent.escalate({ reason: "Unusual refund amount", context: { customer, amount }, suggestedAction: "Approve manually" }); } // Human reviews in dashboard // Agent continues when resolved
Every action logged. Every decision documented. Debug failures, prove compliance, learn patterns across all your agents.
// All actions automatically logged agent.state.write(...) // → audit log agent.handoffs.create(...) // → audit log agent.escalate(...) // → audit log // Query the audit trail const actions = await agent.audit.query({ agent: "my-agent", since: "2024-01-01", type: "handoff" });
LangSmith, Langfuse, AgentOps
CrewAI, LangGraph, AutoGen
The control plane for any agent
Register an agent. Self-service, no human setup required.
Write state. JSONB values, optional TTL.
Read state. By component and key.
Create workflow. Markdown definition, model tracking.
Create handoff. To agent, workflow, context.
Escalate to human. Reason, context, suggested action.
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