Thinking Machine 2.4: Multi-Agent Swarms & Reactive Canvas

Orchestrate Autonomous Agents. Ship Complex Software in Real-Time.

The developer-first AI workspace uniting configurable multi-agent swarms, instant reactive code artifacts, deep web & document RAG with Jina Reader, and visual architecture graphs.

npx create-thinking-machine@latest
0.2s
Stream Latency
Multi-Agent
Parallel Swarm Execution
50+
Frontier & Local Models
100%
Sandboxed Artifacts
Collaborative Swarm Execution
ME

User Intent:

"Construct a real-time portfolio risk computation engine with interactive VaR metrics, live WebSockets stream, and full TypeScript typings."

Lead Orchestrator (Claude 3.5 Sonnet)Plan Created • 3 tasks

Task decomposed into 3 concurrent sub-agents:

#1 Jina Reader: Parse Basel III VaR spec
#2 Quant Agent: Derive Monte Carlo algorithm
#3 UI Agent: Synthesize interactive canvas
Research Agent (Jina Reader API)200 OK • 1,480 tokens

`GET https://r.jina.ai/https://finmath.net/risk-metrics/parametric-var`

Extracted: 99% confidence horizon formula, Cholesky covariance matrix decomposition routines.

Code Architect (DeepSeek V3)

Generated RiskMatrixWidget.tsx. Interactive React component rendered on live artifact canvas with hot reload.

Artifact Sandbox Preview
interactive

Quantum Risk Matrix

Live portfolio volatility simulation

WebSockets Connected
Value at Risk (1D Horizon)+4.2% stability
$28,490.50
Monte Carlo Iterations (10,000 runs)
Interactive Sandbox Ready
Swarm Consensus: 100%
Latency: 42msSecurity: Sandboxed

Powered by Frontier Foundation Models & Modern Enterprise Infrastructure

Claude 3.5 SonnetAnthropicHigh Reasoning
GPT-4oOpenAIOmni Multimodal
DeepSeek V3DeepSeekCode Synthesis
Gemini 1.5 ProGoogle2M Context
Llama 3.3 70BMeta AIOpen Weights
Jina AI ReaderJina AIDeep Web RAG
React FlowxyflowVisual Canvases
Clerk AuthClerkBiometric Auth
Architecture & Features

Engineered for Deep Autonomy. Built for Modern Builders.

Say goodbye to copy-pasting chat messages. Thinking Machine provides a reactive studio where autonomous agents cooperate to deliver working, verified software.

Autonomous Multi-Agent Swarms

Orchestrate specialized sub-agents working concurrently. An Orchestrator plans the trajectory, a Researcher browses real-time APIs via Jina, a Coder synthesizes code, and a Critic verifies syntax and edge cases.

Swarm Execution Bus3 Parallel Threads
Agent-Orchestrator: "Decompose into DB schema & endpoints"Complete
Agent-JinaReader: "Scraping docs.stripe.com/api"Active 200 OK
Agent-Coder: "Emitting Next.js API route handlers"Streaming

Live Reactive Artifacts

Code isn't just text in a box. Thinking Machine compiles and renders React components, interactive HTML widgets, Mermaid schemas, and code side-by-side in a sandboxed side panel.

Artifact CanvasHot Reload
<InteractiveChart data={metrics} />

Deep Web & Document RAG

Powered by Jina Reader integration. Feed any URL, PDF, or documentation site into the swarm to extract clean markdown, compute embeddings, and search with semantic precision.

jina-reader/start-read100%
Vectorizing 182 chunks into pgvector...

Visual Flow Canvas (xyflow)

Inspect complex agent pipelines, database entity relationships, and tool routing visually. Drag, zoom, and inspect data flows in an interactive node-graph canvas.

API InVector RAGAgent

Model Agnostic Routing

Switch seamlessly between Anthropic Claude 3.5, OpenAI GPT-4o, DeepSeek, Google Gemini, or local Ollama endpoints with zero codebase modification.

Failover Guard:Auto-fallback & Load Balanced
Interactive Simulator

Test the Swarm in Real-Time. Pick a Mission.

Experience how the autonomous agents break down goals, pull external documentation with Jina, and generate tested code artifacts.

swarm-simulator --preset billing
Simulation Active
PROMPT

"Build a production-grade Stripe webhook handler with signature verification, Clerk user metadata sync, and idempotent Redis caching."

Swarm Delegation Trail4 Agents Assigned
Lead Orchestrator(Claude 3.5 Sonnet)
Plan Dispatched

Decomposed webhook validation pipeline into 3 concurrent verification tasks.

Jina Reader Agent(Jina Web API)
200 OK • 1,120 tok

Scraped Stripe API docs: verified signature construction & header formatting.

Code Architect(DeepSeek V3)
Artifact Emitted

Synthesizing app/api/webhooks/stripe/route.ts with raw request body verification.

Security Critic(GPT-4o)
Verified 100%

Audited for replay attacks and timing leaks. Passed with 0 vulnerabilities.

Consensus VerifiedTotal Tokens: 3,420
src/app/api/webhooks/stripe/route.ts
Live Compiled
import { headers } from 'next/headers';
import { stripe } from '@/lib/stripe';
import { clerkClient } from '@clerk/nextjs/server';

export async function POST(req: Request) {
  const body = await req.text();
  const signature = (await headers()).get('stripe-signature')!;

  // 1. Cryptographic Signature Validation
  const event = stripe.webhooks.constructEvent(
    body,
    signature,
    process.env.STRIPE_WEBHOOK_SECRET!
  );

  // 2. Synchronize Customer State with Clerk
  if (event.type === 'checkout.session.completed') {
    const session = event.data.object;
    await clerkClient().users.updateUserMetadata(session.client_reference_id!, {
      publicMetadata: { tier: 'pro', active: true }
    });
  }

  return new Response(JSON.stringify({ received: true }), { status: 200 });
}
Ready to run in sandboxed workspaceLaunch in Full Canvas
Autonomous Pipeline

How Autonomous Swarms Deliver Production Software

Instead of single-prompt guessing, Thinking Machine breaks down engineering missions into a rigorous, verifiable 4-stage pipeline.

01
Structured Task Planning

Intent Parsing & Graph Decomposition

Your prompt is deconstructed into a directed acyclic graph (DAG) of specialized tasks with explicit input/output boundaries.

Zero-hallucination routing
02
Live External Grounding

Deep Web & Vector Retrieval (Jina Reader)

The swarm queries documentation sites, API endpoints, and internal project PDF vaults using Jina Reader and semantic embeddings.

Real-time 200 OK Markdown
03
Multi-Agent Consensus

Parallel Swarm Synthesis & Verification

Coder agents generate code while Critic agents validate syntax, security vulnerabilities, and typing invariants simultaneously.

Claude + GPT + DeepSeek
04
Sandboxed Reactive Canvas

Interactive Live Artifact Execution

Code is immediately mounted into a sandboxed React 19 / HTML canvas with hot-reload and visual inspection tools.

Hot Reload in 0.1ms
Side-by-Side Comparison

Why Builders Choose Thinking Machine

Standard chat interfaces were designed for answering casual questions. Thinking Machine was designed to build software.

CapabilityLegacy AI Chatbots
Thinking Machine
Execution Model
Single model sequential prompt-response
Concurrent multi-agent swarm with specialized roles
Code Output & Artifacts
Static markdown code blocks to copy-paste
Live interactive sandboxed canvas with hot reload
Web & Document RAG
Basic web search snippets or file attachment caps
Deep Jina Reader extraction & vector database pipeline
Visual Workflow Canvas
No visual architecture or node visualization
Interactive drag-and-drop ReactFlow node graphs
Model Choice & Fallback
Locked to a single proprietary vendor
Claude 3.5, GPT-4o, DeepSeek, Gemini & local Ollama
Knowledge Organization
Linear unorganized chat list
Dedicated Project vaults with isolated memory & docs
Autonomous Verification
User must manually test and debug errors
Built-in Critic agents audit security & syntax first
Ready to replace fragmented toolchains?

Join engineering teams moving from prompt copy-pasting to autonomous agent swarms.

Get Started Free
Developer Reviews

Loved by Builders. Trusted by Engineering Teams.

Discover why forward-thinking software engineers and AI developers build on Thinking Machine.

75% faster prototyping

"The ability to orchestrate Claude 3.5 for high-level planning while DeepSeek generates and verifies the live React artifact cuts our internal prototyping cycle from weeks to minutes."

ER

Dr. Elena Rostova

Staff AI EngineerAether Capital

Zero hallucinations on live APIs

"Integrating Jina Reader directly into the agent reasoning loop is a superpower. Our agents read full Stripe and AWS docs in real-time, completely eliminating outdated hallucinations."

MV

Marcus Vance

Founder & CTOSynthetix Data

10x engineer happiness

"The live artifact canvas is what chat should have been from day one. Seeing the component render hot in the sandboxed preview while the swarm streams code is pure magic."

SC

Sophia Chen

Head of Developer ExperienceScaleStack Cloud

14,000+ docs indexed

"We migrated our internal knowledge base to Thinking Machine project vaults. The pgvector ingestion with real-time job progress indicators gave us full visibility into our RAG pipelines."

KA

Kareem Al-Mansoor

Lead Systems ArchitectFintech Core

Transparent Pricing

Simple, Transparent Plans. Scale as You Build.

Deploy multi-agent swarms with predictable, builder-friendly pricing.

Explorer

Free Forever

Ideal for individual developers exploring multi-agent swarms and live artifacts.

$0/ month
  • 5 active Project vaults
  • Standard multi-agent swarms (up to 3 agents)
  • Live interactive sandboxed artifact canvas
  • Jina Reader basic web extraction (100 URLs/mo)
  • Stream latency: ~0.3s
  • Standard community discord support
Start Building Free
Most Popular

Pro Builder

Most Popular

For engineers and startups shipping real software with autonomous AI agents.

$23/ month (billed annually)
  • Unlimited Project vaults & full chat history
  • Priority multi-agent swarms (Claude 3.5 + GPT-4o + DeepSeek)
  • Unlimited Jina Reader web RAG & PDF vectorization
  • Interactive ReactFlow visual node graph studio
  • Hot-reloading code sandbox with 1-click export
  • Ultra-low 0.15s stream latency
  • Priority developer support & early access features
Get Started with Pro

Autonomous Scale

Enterprise

For engineering teams requiring dedicated clusters, custom endpoints, and SSO.

$79/ month (billed annually)
  • Everything in Pro Builder
  • Dedicated isolated agent runner clusters
  • Bring Your Own Key (BYOK) & local Ollama routing
  • Clerk Enterprise SSO / SAML integration
  • Custom agent role definitions & internal tool bindings
  • Audit logs, RBAC & SOC2 compliant security
  • 99.9% Uptime SLA & dedicated engineer Slack channel
Deploy Custom Cluster
All plans include 14-day money-back guarantee • No credit card required to start free
Got Questions?

Frequently Asked Questions

Answers to common questions about multi-agent swarms, security, and live artifacts.

Instant Cloud & Local Access

Ready to Build at the Speed of Autonomous Intelligence?

Join thousands of developers, researchers, and startups orchestrating multi-agent swarms with live interactive code artifacts.

Clerk Biometric Authentication0.2s Stream LatencyNo Credit Card Required