Who it is for·Teams already selling basic AI assistants who are now moving to autonomous, action-taking agents.
Going from "answers questions" to "takes actions on its own" is a different category of product. Molted is the managed operating environment for autonomous agents, so you ship the agent and skip building the cloud underneath it.
Your assistant product worked because it was stateless: a request comes in, the model answers, you bill the tokens. Autonomous agents break that model. They run continuously, they need to log into real tools, they keep state between sessions, and when they crash at 3am a customer's workflow stops dead. The hard part of this transition is not the prompting, it's everything around the model. Molted runs that everything for you, so your team stays focused on the agent's behavior instead of accidentally becoming an infrastructure company.
01The reality today
An assistant is a request and a response. An autonomous agent is a process that has to stay alive, keep its memory, and resume work after a restart. The moment you needed one long-running OpenClaw in production, you discovered config corruption, version drift and silent death. Now imagine that across every customer, every day. The skills that made you good at selling assistants do not cover running a fleet of always-on agents.
An assistant that talks is easy. An agent that books, buys, emails, files tickets and clicks through a customer's internal portal needs authenticated access to Gmail, Slack, HubSpot, Salesforce, Stripe and dozens more, per customer, without leaking keys or getting IP-banned mid-task. Building and securing that integration and browser-automation layer yourself is a multi-quarter project before your agent does anything useful.
When your assistant glitched, the user retried. When an autonomous agent dies mid-task, a customer's revenue or operation is impacted and they blame you. Suddenly you need crash detection, automatic recovery, post-mortems and the ability to roll back a bad state. That is a 24/7 on-call discipline you never had to staff when you were only returning chat responses.
02How Molted helps
01
Molted runs your agents in instances that never get stuck in a crash loop, with a daemon that survives even OpenClaw itself dying and openclaw doctor auto-repairing corrupted configs. Versions are pinned per instance so one customer's upgrade never breaks another's agent. Per-agent resource limits keep every agent within bounds, and every failure produces a full post-mortem. The on-call nightmare of running thousands of long-lived agents becomes a managed service you consume.
02
Your agents get 1,500+ app integrations (Gmail, Slack, HubSpot, Salesforce, Notion, Stripe, GitHub and more) through a managed MCP layer with isolated, scoped connections per instance. Agents self-discover tools and trigger OAuth after a user approves the link: the agent requests an app, your customer approves the link, the agent acts. For anything without an API, browser automation solves captchas automatically, uses managed rotating geo-aware proxies, and keeps persistent per-instance profiles logged in. Credentials are AES-256-GCM encrypted at rest. Each agent also gets a dedicated mailbox and phone number to send and receive email, place and receive calls, and handle SMS and 2FA.
03
4-tier self-healing (in-place repair, clean recreation, known-good restore, then critical alert) catches crashes in under 60s and gets agents back online in under 90s. A versioned filesystem keeps every file natively versioned with file-level diff between any two versions and point-in-time restore that hot-reloads the running instance, so you can roll back a bad agent state even after a delete. That is the on-call and recovery muscle you would otherwise have to build and staff before you could safely sell autonomy.
03FAQ
An assistant is stateless: a request comes in and a response goes out. An autonomous agent is a long-running process that keeps state, logs into real tools, takes actions on its own, and must recover when it fails. That demands a persistent runtime, authenticated integrations, browser access, crash recovery and rollback, none of which your assistant stack ever needed. Molted is the managed operating environment that provides exactly that layer, so the transition is a deployment choice instead of a rebuild of your whole company.
Running one OpenClaw in production is already painful: corrupted configs, version drift, and silent death. Running thousands on shared servers is a 24/7 on-call nightmare. Molted handles it with instances that never get stuck in a crash loop, a daemon that survives OpenClaw itself dying, openclaw doctor auto-repair, per-instance version pinning, per-agent resource limits and a full post-mortem on every failure. You get fleet reliability without staffing a fleet operations team.
Molted ships 1,500+ app integrations (Gmail, Slack, HubSpot, Salesforce, Notion, Stripe, GitHub and more) through a managed MCP layer with isolated scoped connections per instance, powered by a managed integration layer. Agents self-discover tools and trigger OAuth after a user approves the link: the agent requests an app, the user approves a link, and the agent acts. For tools without an API, browser automation solves captchas automatically, uses managed rotating geo-aware proxies, and keeps persistent per-instance profiles logged in. Credentials are AES-256-GCM encrypted at rest.
4-tier self-healing handles it: in-place repair, clean recreation, known-good restore, then a critical alert if needed. Crashes are caught in under 60s and agents are back online in under 90s. Because the filesystem is natively versioned, you can also do point-in-time restore that hot-reloads the running instance and roll back a bad agent state even after a delete. Reliability and recovery become a platform capability instead of your team's pager duty.
Yes, and it is live in production. Every agent can get a dedicated mailbox and phone number to send and receive email, place and receive calls, and handle SMS and 2FA. Combined with browser automation and 1,500+ integrations, your agents can reach dashboards, portals, checkouts and internal tools and complete real end-to-end tasks rather than just returning chat responses.
Keep reading
Other situations