comparison
inference shell agents vs LangGraph Cloud
LangGraph is a framework you deploy yourself. inference shell agents is a runtime that handles the infrastructure.
| LangGraph | inference shell | |
|---|---|---|
| agent orchestration | yes | yes |
| durable execution | yes | yes |
| human-in-the-loop | yes | yes |
| hundreds of tools built in | - | yes |
| connectors | - | yes |
| skill registry | - | yes |
| multi-channel (slack, telegram, discord) | - | yes |
| cron triggers and scheduling | - | yes |
| BYOK (bring your own keys) | - | yes |
| team workspace | - | yes |
the key difference
LangGraph Cloud gives you maximum control over the execution graph. you define nodes, edges, and state transitions explicitly. it's a powerful framework for teams that want to own every detail of agent orchestration.
inference shell agents takes a different approach. you write prompts, tool selection, and business logic. the runtime handles retries, state persistence, queuing, observability, and multi-channel delivery. the tradeoff: LangGraph gives you more control over the execution graph. inference shell gives you more infrastructure out of the box.
if you're spending more time on retries and state management than on agent logic, that's the gap inference shell fills.
tools for image, video, audio, code, and more
LangGraph agents call LLMs and custom functions you write. inference shell agents call hundreds of built-in tools: AI models, email, search, video rendering, project management. plus connectors. plus skills. your agent can generate an image with flux, render it with remotion, and post it to slack. one runtime, no glue code.
if you need fine-grained control over the execution graph and want to define every node, edge, and state transition explicitly, LangGraph gives you that level of control.
ready to ship?
start with the hosted platform. deploy your own when you're ready.
we use cookies
we use cookies to ensure you get the best experience on our website. for more information on how we use cookies, please see our cookie policy.
by clicking "accept", you agree to our use of cookies.
learn more.