Reliable multi-agent framework built for serious work.
No hallucinations. No skipped steps. No unexpected actions. Cupines AI uses six specialized agents with strict protocols — so your AI assistant does exactly what you meant, every time.
Every team that's tried AI agents has a horror story.
No enforcement. Agents are free to do whatever they want unless you build guards around them — and that's complex, error-prone work.
Current frameworks optimize for capability. We optimize for trust.
Every action passes through three checks before it happens.
Blocks rule violations before they happen. Default deny — anything not explicitly allowed is blocked.
Hard boundaries — agents stay on task. Tasks outside scope are rejected with clear OUT_OF_SCOPE responses.
Demands source citations for every fact. Claims below 0.7 confidence are blocked automatically.
Runs MCP tools and SSH commands on remote sandboxed servers — never on your machine.
Structured SQLite — not context stuffing. Every fact has category, source, confidence, and expiration.
Your single interface to all agents. Orchestrates the entire flow so you never manage multiple agents.
Three layers of protection between your request and execution.
Every action is checked against your rules before execution. Default deny — anything not explicitly allowed is blocked. Email sending? Require confirmation. Data deletion? Denied.
Before any agent acts on a factual claim, Verifier checks it via web search and assigns a confidence score. Claims below 0.7 confidence are blocked. Every fact has a source.
Each specialist agent has a declared scope. Tasks outside scope are rejected — no guessing, no drift. Out-of-scope tasks return to Conductor for reassignment.
Not context stuffing. Structured SQLite database where every fact has category, source, confidence, and expiration. User corrections always win.
Every multi-step task gets a manifest. Steps are completed in order, never skipped. Failed steps are clearly marked. You can see exactly what was done.
Built for Telegram. Inline keyboards for confirmations, emoji reactions, generated media delivered directly. No separate app. No web interface. Just a bot that works.
From message to result — every step tracked.
Send a message to the Telegram bot. "Generate an image of a sunset in Hong Kong." That's it.
Is image generation allowed? Yes — but it requires your confirmation.
You confirm. Execute calls MCP, generates the image, returns the result.
"You asked for a Hong Kong sunset." Memory stores it as a preference for next time.
See why teams are switching.
| Feature | Generic Framework | Cupines AI |
|---|---|---|
| Rule enforcement | ✗ Config files, easy to bypass | ✓ Guardian default-deny |
| Fact checking | ✗ "Trust me, I'm an AI" | ✓ Verifier with citations |
| Memory | ✗ Context window stuffing | ✓ Structured SQLite |
| Step tracking | ✗ Hope for the best | ✓ Manifest with closure |
| Command execution | ✗ Runs on YOUR machine | ✓ SSH to sandboxed server |
| Setup time | ✗ Hours to days | ✓ Minutes |
| Code size | ✗ 50,000+ lines | ✓ ~2,000 lines |
| Failure mode | ✗ Silent or cryptic | ✓ Clear error types |
We tried building guards around our AI agent. Took three engineers two months. Then we found Cupines AI and realized we'd re-invented something that already existed and was better designed.
Series A Startup
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