Independent AI research and technology

Intelligence that learns beyond a single answer.

Lyric is an autonomous model whose intelligence is not built on a large language model. It holds what it learns, reasons over evidence, and verifies each conclusion before relying on it.

Published research Three customer evaluations Applied in three markets
Four connected layers of a persistent system: knowledge, reasoning, learning and action
KnowledgePersistent context
ReasoningEvidence, verification
LearningExperience, improvement
ActionReal-world application
Why it is different

A different foundation for AI.

Lyric reasons over knowledge it holds instead of regenerating each answer. That foundation changes what an organization can rely on.

Traceable conclusions

Every conclusion Lyric reaches can be traced to the evidence and reasoning behind it.

Knowledge that is revised, not regenerated

What Lyric learns persists across work and changes when new evidence contradicts it.

Known limits

When Lyric cannot verify something, it says so and does not act on it.

How Lyric works

Meet Lyric Ai

Dominion Labs' persistent autonomous model.

Lyric runs continuously. Each change in its environment updates what it knows. Lyric decides what matters, acts within the boundaries you set, verifies the outcome, and keeps what it learns for the next task.

  1. 01ContextIntegrates information from your world
  2. 02ReasoningAnalyzes, infers, and verifies
  3. 03ActionTakes appropriate action with safeguards
  4. 04VerificationChecks outcomes and identifies uncertainty
  5. 05LearningImproves from real experience
Development path

Each stage builds on the one before it.

Our research establishes the capabilities. Lyric Ai brings them together in one model. LyricOS puts that model to work inside organizations, starting with the markets where verified conclusions matter most.

  1. 01 · Research

    Published research

    Our published research establishes how Lyric perceives, reasons, verifies, and learns without a language model.

    Research index →
  2. 02 · Model

    Lyric Ai

    An autonomous model that plans, acts within the boundaries you set, verifies outcomes, and learns from experience.

    Model overview →
  3. 03 · Software

    LyricOS

    The platform where organizations direct Lyric, review its work, and define its authority.

    Explore LyricOS →
  4. 04 · Markets

    Three markets

    Research, cybersecurity, and enterprise operations, where conclusions must be trustworthy and auditable.

Research and evidence

Advancing the science of capable and reliable AI.

Browse all research →

Perceive, Induce, Name

Sep 8, 2026 · Learning

A framework for how AI systems perceive, induce structure, and name concepts from experience.

Read the paper →

Reasoned vs. Believed

Mar 24, 2026 · Reasoning

Distinguishing between what a model can reason and what it merely believes.

Read the paper →

Knowing a Fact vs. Being Able to Act

Jan 13, 2026 · Action

Why factual knowledge is not sufficient for real-world capability.

Read the paper →
In the real world

From research to real-world impact.

Results from three 30-day customer evaluations. Each figure is marked with the kind of evidence behind it.

CybersecurityInfosysSagupar Sathik
Team Lead and Analyst

“Lyric Ai brought clarity and efficiency to my cybersecurity workflows. Its intuitive interface made it easy to delegate investigations and alert triage within a few clicks, allowing me to focus on more complex security tasks. The combination of workflow visibility and practical AI assistance made my beta testing experience exceptionally positive.”

98%Threat detection recall on a labeled test setControlled evaluation
35%Modeled reduction in average triage timeModeled projection
Read the case study →
ResearchProtobrandMilena Espíndola
Data Analyst

“Lyric has made my research workflow more efficient and organized. I can analyze information faster and spend less time on revisions. I’ve also seen improvements in how I track supporting evidence and reuse insights across projects. The ability to identify conflicting findings is especially valuable. Overall, Lyric has been a useful addition to my consumer research process.”

34.4%More research tasks completed in 30 daysCustomer-reported
40.6%Less time spent on research synthesisCustomer-reported
Read the case study →
Enterprise operationsBarkJohn Collens
System Administrator

“Lyric took on the general administrative work that used to fill my week: supplier emails, itineraries, briefing documents, and coordination. Over our 30-day pilot, it reduced my administrative task time by 65% to 80% and verified every critical detail against its source. Lyric completed at least 70% of eligible tasks without substantive intervention from me, which gave me back time for my core systems work.”

65% to 80%Reduction in administrative task timeCustomer-reported
100%Critical details verified against their sourceCustomer-reported
Read the case study →
About Dominion Labs

Pushing the boundaries of artificial intelligence, safely.

Dominion Labs is an independent artificial intelligence research and technology company. Our mission is to advance artificial intelligence toward general intelligence and autonomy, and to make every step of that advance safe, verifiable, and accountable to the people and organizations it serves.

We pursue that mission through open research and through the systems we build from it, and we hold both to the same standard: claims that can be examined and results that can be checked.

  • Open research

    We publish our methods and findings, including the results that challenge our assumptions, so that every claim can be examined and reproduced.

  • Safety by design

    Human authority, earned autonomy, and traceability are part of the architecture of every system we build, established alongside its capabilities.

  • Built for consequential work

    We build for environments where the answer has to be right, and we hold our systems to that standard before we extend their authority.