Agent Runtime & Orchestration
Production-grade agent execution engine. Reliable tool calling, persistent task queues, end-to-end observability for running AI agents in production.
Runtime Architecture
Core Capabilities
Tool Execution Runtime
Secure and reliable tool/function calling execution environment. Supports HTTP, database, filesystem, and more.
Task Queues & Scheduling
Persistent task queues with delayed execution, priorities, and retry policies. Async tasks never lost.
Idempotency & Retries
Built-in idempotency guarantees. Same request won't execute twice. Smart retry strategies for transient failures.
End-to-End Tracing
Complete distributed tracing from user request to model call to tool execution. Every step is auditable.
Sandbox Isolation
Tools execute in isolated sandboxes, preventing malicious code from affecting the system. Fine-grained permission control.
Failure Replay & Root Cause
Replay failed requests for debugging. Automatic root cause analysis to quickly locate issues.
Supported Tool Types
Code Example
// SkyAIApp Agent Runtime - Tool Definition & Execution
import { SkyAI, defineTool } from '@skyaiapp/sdk';
const client = new SkyAI({ apiKey: process.env.SKYAI_API_KEY });
// Define tools with type-safe schemas
const searchTool = defineTool({
name: "web_search",
description: "Search the web for current information",
parameters: {
query: { type: "string", description: "Search query" },
maxResults: { type: "number", default: 5 },
},
// Sandboxed execution with timeout
execute: async ({ query, maxResults }) => {
const results = await searchAPI.search(query, maxResults);
return results;
},
permissions: ["network:read"], // Fine-grained permissions
timeout: 10000, // 10s timeout
retries: 3,
});
// Create agent with tools
const response = await client.agents.run({
model: "gpt-4o",
tools: [searchTool, calculatorTool, databaseTool],
messages: [
{ role: "user", content: "What's the latest news about AI?" }
],
// Runtime configuration
runtime: {
maxSteps: 10, // Max tool call iterations
timeout: 60000, // Overall timeout
idempotencyKey: "user-123-request-456", // Prevent duplicate execution
},
// Enable full observability
tracing: {
enabled: true,
includeInputs: true,
includeOutputs: true,
},
});
// Access execution trace
console.log(response.trace); // Full execution history
console.log(response.toolCalls); // All tool invocationsExecution Flow Visualization
Typical Use Cases
Customer Support Agent
Auto-query orders, process refunds, update customer info. Auto-retry on tool failures, ensuring every request is handled.
Data Analysis Agent
Connect to databases, run SQL queries, generate reports, send email notifications. Long tasks run async without blocking.
Code Assistant Agent
Read code repos, run tests, submit PRs. Sandbox isolation ensures safe code execution.
Workflow Automation
Chain multiple SaaS tools (Notion, Slack, Jira) for cross-system automation. Complex conditional branching supported.
Build Your First Agent
Start from templates, deploy a production-ready AI Agent in 5 minutes.