Liora AI presents Mira™

Multi-agent AI that can prove what it did.

Mira is the verifiable control layer for multi-agent workflows. Every decision and hand-off becomes a signed, tamper-evident record — so you can see it, stop it, recover it, and prove it. To anyone. Without showing them your data.

Patent pending OpenTelemetry-native Works across model providers
# Three lines. Your agents, now on the record.
from mira import govern
 
app = govern(app, policy="credit-approval")
app.run() # every hop signed & sealed
ILLUSTRATIVE API · SDK LANDS WITH THE OPEN-CORE LAUNCH
The problem

One agent's mistake becomes the next agent's trusted input.

Multi-agent systems are stuck in pilots for one reason: when something goes wrong, nobody can say what happened, in what order, or on whose authority. "The model decided" is not a defence.

Errors compound silently

A hallucination in agent one becomes gospel by agent four. The error propagates non-deterministically — and leaves no trail back to where it began.

Liability has no answer

Regulated enterprises can't deploy what they can't audit. Without a chain of custody for agent decisions, the risk sits with whoever signed off.

Recovery is a restart

When a model degrades or a workflow breaks mid-run, today's answer is "run it again and hope." Context, cost and confidence all get thrown away.

From our working demo

The same failure. With Mira, and without.

A credit-approval workflow where an agent leaks personal data mid-run. Flip the switch and watch what changes — this is one of fourteen live scenarios in our demonstration build.

scenario 03 · credit-approval · pii-egress
MIRA OFF
MIRA ON
Without instrumentation, the leak is invisible: the workflow completes, the record is clean, and nobody ever knows.
See it in 90 seconds

Watch Mira catch a failure no one else would see.

A real agentic credit workflow, running live. One run leaks a customer's protected data and finishes green. The next is governed by Mira — caught, recovered, and proven.

How it works

Four verbs. One verifiable record.

Mira sits beside your agents, not inside them — no changes to your models, your orchestration, or your framework.

01 · CAPTURE

Capture

Every agent hand-off, model call and tool use becomes a cryptographically signed record the moment it happens.

02 · PROVE

Prove

Records form a tamper-evident log. A regulator or counterparty can verify any record is genuine — without ever seeing your data.

03 · INTERDICT

Interdict

When a workflow diverges from what it was asked to do, Mira freezes it mid-run — before the fault propagates downstream.

04 · RECOVER

Recover

Verified clean state is restored and the workflow resumes — even on a different model, from a different provider.

Patent pending on the verifiable control layer Built on OpenTelemetry GenAI conventions
Where we are

Built, demonstrated — and heading to open core.

Working demonstration — 14 live scenarios Provisional patent filed Engaging the OpenTelemetry GenAI community Design-partner conversations under way
NOW

Foundations

Signed lineage core and trace console, hardened with early design partners.

NEXT

Recovery & integrations

Cross-model recovery and framework integrations — LangGraph first.

MONTH 6

Open-core launch

Free tier with every capability on. Real limits only where production begins.

BEYOND

Enterprise governance

Retention, enforcement and regulator-grade export for teams that answer to auditors.

For developers

Built for the people who'll bet a production workflow on it.

  • A three-line integration — instrument your existing agents; keep your framework, keep your models.
  • Debug with receipts — replay exactly what your agents did, in order, with proof it hasn't been doctored.
  • Free tier, everything on — full capability at developer scale from day one of the open-core launch.
  • Shape it with us — design partners get direct access to the founding team and a say in the roadmap.
LangGraphCrewAIAutoGenOpenAI Agents SDKOpenTelemetry

Planned integrations at open-core launch.