Monarchic / Independent AI R&D

Now / Agent enhancements Next / Agent workflows

Monarchic, LLC / Agent execution systems

Monarchic builds agent systems.

Agent enhancements are live through hosted MCPs. Next: a webapp for launching and managing long-running agent work.

Operator controls / See each task, review the result, or stop the run.

Company
Monarchic, LLC
What we build
Agent execution systems
Direction
Engineering / STEM / Business

What we do

What Monarchic builds.

We build AI agent capabilities and the run infrastructure around them. Together they carry a job across multiple agent steps and return a record of what happened.

  1. 01

    Capabilities

    AI agent enhancements add specialist capabilities for repository work, memory, delivery, infrastructure, browser testing, and business operations. Each connects through a hosted MCP.

  2. 02

    Runs

    Plans, tasks, state transitions, usage, and review decisions persist outside any one model call.

  3. 03

    Workers

    Workers materialize repositories, execute tasks, and return logs and artifacts inside a run-scoped workspace.

  4. 04

    Review

    A person can monitor progress, inspect artifacts, and decide whether the run continues, stops, or needs revision.

Company vision

A person should be able to assign a job and review the result.

The system should carry the work across many steps, preserve what happened, and return a result that can be checked before it is accepted.

Starting point

Engineering first.

Software work gives us repositories, tests, diffs, and release gates. Progress can be measured instead of guessed.

Human authority

The operator stays in charge.

A person can see each task, review the output, and decide whether to accept it.

Available now / AI Agent Enhancements

17 agent enhancements are available.

The product line covers repository intelligence, memory, release management, infrastructure, browser testing, and business operations. Each enhancement is delivered through a hosted MCP connection. The long-running Monarchic workflow product is still in development.

RepoIntel

Repository intelligence

Maps architecture and returns answers with source-file citations.

ExplicitMem

Memory research

99.8% accuracy (499/500) on the fixed LongMemEval-S run.

ReleaseOps

Release management

Checks release conditions and packages failures and handoff artifacts.

What's next / Company direction

Current status. Future direction.

Product status and research direction are different things. We label them separately.

In development

Long-running agent workflows

The Monarchic product in development is an account-level surface for launching, monitoring, reviewing, and controlling agent work across multiple tasks.

View product status

Research direction

Beyond software engineering

The longer-term direction extends agent systems into scientific and business work. No product in those fields is available today.

Read company direction

Public record

Research. Security. Company.

Research is for methods and measured results. Security is for controls in place today. Company is for scope and product status.

Research

Methods and results

See the method, dataset, measurements, and misses behind each published result.

Read the record

Security

Controls in place

See the controls deployed today, the permissions each route needs, and the limits still open.

Review security

Company

Company and product status

See what Monarchic is building, what is available now, and what remains in development.

About Monarchic