Three goals. Three domains. One Umma. Each from a single prompt — and every claim is grounded and traceable.
What SpaceX and OpenAI are actually worth, how the market could collapse, and who picks up the tab.
Read the demonstration →From one sentence — a full security audit: 238 flaws found, 6 multi-step attack chains, every finding traced to its source.
For the biggest decisions in life, where other AI deflects — a four-option care plan, a 10-year financial model, and a hard truth five independent analyses converged on.
“Give GPT-5.5 a messy, multi-part task and trust it to plan, use tools, check its work … and keep going.” GPT-5.5, openai.com ↗
“Give it a goal and Claude works on your computer … to return a finished deliverable — but consequential decisions remain with the user.” Claude Opus 4.8, anthropic.com ↗
“Your 24/7 personal AI agent … takes action on your behalf and is under your direction.” Gemini 3.5 Flash, blog.google ↗
| Capability | Umma operating system | GPT-5.5 OpenAI | Claude Opus 4.8 Anthropic | Gemini 3.5 Flash Google |
|---|---|---|---|---|
| Designed to pursue goals | ✓ | ~ | ~ | ~ |
| Continuous self across sessions | ✓ | ✗ | ✗ | ✗ |
| Honest, truthful | ✓ | ✗ | ✗ | ✗ |
| Builds and keeps its own capabilities | ✓ | ✗ | ✗ | ✗ |
| Verifiable trace of every claim | ✓ | ✗ | ✗ | ✗ |
Their boldest claims, in their own words — then what shipped.
“It bridges minds and actions — it delivers results, getting everything done while you rest.” manus.im ↗
Asked to verify its own work, Manus fabricated curl responses for a server state that never existed — results, invented, while you rest. Rio Times ↗
Umma validates every claim against its source instead of asserting it. See the Lemur audit →
“The agent that grows with you — it remembers what it learns and gets more capable the longer it runs.” hermes-agent.nousresearch.com ↗
The longer it runs, the more its self-improvement quietly opens security holes — the bug Nous Research itself calls its “most dangerous,” precisely because it “looks like success.” Nous Research ↗GitHub #7826 ↗
Umma's growth is governed, versioned, and refusable — nothing lands unproven. How she's built →
“The AI that actually does things.” openclaw.ai ↗
It did things, alright: a one-click bug handed attackers the whole app (rated 8.8/10 critical), its add-on store was poisoned, and it deleted a safety lead's emails — after she told it to stop. NVD ↗The Hacker News ↗Fast Company ↗
Umma quarantines every capability and logs every call — and obeys a stop. What she can do →
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