Artificial General Agents LabNew · Nico 2.5, the first GTM LLM

Intelligence that acts.

Macrodeep builds general agents that perceive, reason, plan, and act across open-ended environments — starting with the hardest one in business: go-to-market.

EST. 2025HQ San FranciscoOFFICES New York · Bucharest
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01Thesis

Language models describe the world. Agents change it.

The frontier is no longer a better predictor of the next token — it is a system that can be handed a goal and trusted to pursue it. Generality and agency are the same problem. An agent that can act across many environments has learned something a narrow tool never will.

We work end-to-end: the learning algorithms, the world models that let an agent imagine consequences before committing to them, the evaluation that tells us whether it is actually getting better, and the oversight that keeps it steerable as it does.

We chose go-to-market as our proving ground — research, outreach, qualification, and the judgment that connects them. It is open-ended, adversarial, and measured in real outcomes. An agent that can win here has learned to act.

02Flagship model
Nico2.5
The world’s first GTM LLM

Nico 2.5 is a large language model trained for go-to-market — research, outreach, qualification, and the judgment that ties them together. It doesn’t just draft. It acts.

Built forGo-to-market work
BehaviourAgentic by default
In productiongrain.sh · Salestools.io
ReleaseNico 2.5 — 2026
04How we work
01 / Generality
One agent,
many worlds.
transfer over retraining

We build agents that carry skills across tasks, tools, and domains — not a new model for every problem. Breadth is the point.

02 / Agency
From prediction
to action.
closing the loop

Reasoning only matters when it meets consequence. We train for long horizons, where an agent must plan, recover from error, and finish.

03 / Oversight
Capable and
controllable.
scaled together

Capability and oversight grow on one curve. We invest in evaluation and control so general agents stay legible as they get stronger.

1
GTM LLM — Nico 2.5
2
Products in production
38
Researchers & engineers
Open-ended environments
Manifesto
We are not building a bigger model. We are building something that can act — and we intend to do it safely, in the open, and soon.

Come build the
first general agents.

Headquartered in San Francisco, with offices in New York and Bucharest. We’re hiring researchers, engineers, and people who ship. If long horizons keep you up at night, talk to us.