Mirari
Agents you can actually talk to.
Characters with persistent memory and real-time voice. They remember you between sessions, hold a personality, and answer out loud.
- Remembers across sessions
- Sub-second spoken replies
- 30+ languages
Forerunner is a frontier AI research lab. We build the model stack behind agentic systems — perception, persistent memory, real-time voice, and the long-horizon reasoning that keeps an agent coherent across thousands of turns.
Mirari is that stack, productized. The same models power our own app and ship to developers through one API — so the research runs in production, at scale.
The lab’s work ships as products people use every day.
Agents you can actually talk to.
Characters with persistent memory and real-time voice. They remember you between sessions, hold a personality, and answer out loud.
Your health record, ready when it matters.
Medical ID, allergies, and vitals in one encrypted pass. Show it to a care provider in a tap — on your terms — or keep it in Apple Wallet.
Hand off the work that repeats.
An always-on agent that absorbs the recurring load — triage, digests, follow-ups, monitoring — and shows you what it costs while it runs.
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Each of these is the same call with a different brief — memory, voice, and tools, wired in by default.
agent.support
Answers tier-one tickets with the full account history already in context.
agent.analyst
Reads the corpus, cites its sources, and holds its conclusions across sessions.
agent.tutor
Speaks and listens in 30+ languages, and remembers what you got wrong last time.
agent.concierge
Books, reschedules, and follows up — without being reminded to.
agent.onboarding
Walks a new user through setup and picks up exactly where they left off.
agent.interviewer
Runs a structured first-round call and files a consistent scorecard every time.
One endpoint for agents that remember, reason, and speak — and the environments they run in.
Persistent memory and a consistent voice, carried across sessions.
Multi-agent scenes with shared state that stays coherent.
Sub-second, expressive speech — streamed and interruptible, in any language.
No setup, no plumbing. It just remembers.
We publish our work: how an agent stays coherent across thousands of turns, remembers what matters, and reasons about its environment.
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WORDS OF MEMORY
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MS TO FIRST WORD
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VOICE LANGUAGES
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ALWAYS-ON, PERSISTENT ENVIRONMENTS