MeghaOS isn’t limited to the capabilities it ships with. When a request needs something no built-in capability provides, the assistant creates a new one on the fly by generating the code with AI, validating it, fixing its own mistakes, and loading it live. This is the engine behind MeghaOS’s open-ended capability.

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What you can ask

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The create → validate → fix loop

The standout detail: code generation is self-correcting. MeghaOS generates a self-contained capability module, tries to load it, and if it fails, re-prompts the AI with the actual error to fix it, retrying a couple of times before giving up.
1

Generate

The AI writes a self-contained capability that implements the requested behavior.
2

Validate & self-heal

MeghaOS loads and checks it. On an error, it feeds the error back to the AI and regenerates. Missing dependencies are detected, installed, and the load retried.
3

Register live

On success the new capability is added immediately with no restart. It’s usable for the current and future requests.

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How it gets triggered

Two layers wire this into normal use (see the Orchestrator):
  • Planning time: if a workflow plan references a capability that doesn’t exist yet, MeghaOS schedules its creation before the step that needs it.
  • Runtime: a safety net can trigger creation if a capability is still missing when a step runs.
You can also ask directly, and MeghaOS will build it then and there.

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Safety

Machine-written capabilities are treated as untrusted. They default to requiring your approval before running, unlike trusted built-in capabilities, so you’ll always see a confirmation before a freshly created capability executes.
Self-extension is part of the always-available core, so the ability to extend itself is never unavailable.

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Managing created capabilities

Ask MeghaOS to list or remove the capabilities it has created at any time. Each is kept on your device so it persists across sessions until you delete it.