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Your models were trained once.ACI keeps learning.

Vareon builds ACI, Adaptive Continual Intelligence: the half of a complementary learning system that never stops learning. Your model keeps what it was trained on. ACI learns, plans, simulates, decides and acts on everything since, at runtime, and what it learns is yours.

Two systems of intelligence, with ACI inside each. Choose yours.

Duplex.Your AI, learning from every result.

Every AI model stops learning when its training ends, and on its own it starts every task from nothing. Duplex pairs your model with an ACI model, and the two work as one: it learns what your team confirms, plans, simulates and decides each step, acts within your rules, and carries it all across sessions, agents and models.

Step 1 of 4: Learned

A refund your team has approved many times: Duplex answers it from what it has learned, with no model call.

Rent the model.Own the intelligence.

  • It learns from what your team confirms, and builds on it.
  • It answers what it has learned in milliseconds, without a model call.
  • It works inside the assistants and agents you already use.
  • What it learns is yours, and stays yours when you change models.

Reflex.Your machines, learning on the spot.

Every autonomy stack is fixed to what it was built for, and the world it works in keeps changing. Reflex pairs your stack with an ACI model, on the device, and the two work as one: it learns from one example, plans to the goal, simulates each move, decides in the moment and acts through your stack, within five guarantees.

Step 1 of 4: Known

A part it has picked all week: Reflex decides on the device, and the command passes the gate.

Keep your stack.Every command passes the gate.

  • It learns on the spot, from one example, on the device.
  • It defers what it does not know, and never guesses.
  • It works with any autonomy stack, kept exactly as it is.
  • It runs on CPU, with no GPU and no cloud, for civil and defence alike.

It learns, plans, simulates, decides and acts.At runtime, in both.

The ACI model is an intelligence of its own, working beside your AI or your machine: it learns from the work as it happens, plans to the goal, simulates each step, decides in the moment and acts within your rules.

Step 1 of 5: It learns

It learns from the work as it happens: what your team confirms, what your operator shows it once.

Your AI and ACI: Duplex.Your machines and ACI: Reflex.The combination is the product.

Built on ACI.A new category of intelligence.

AI models learn before they are released, and then stay as they are. ACI learns, plans, simulates, decides and acts after: at runtime, from your work, for as long as it runs. Vareon built it, and both products run on it.

Step 1 of 4: When it learns

A model learns before it is released. ACI learns every day it runs.

Learning that begins where training ends.

Two products.The same four promises.

Duplex and Reflex do different work in different worlds. What ACI promises holds in both.

  • It keeps learning

    From the work as it happens, with no training run, building on everything it learned before.

  • It stays yours

    What it learns from your work belongs to you, in either product.

  • It keeps to your rules

    Your rules come first, and every action it takes is held to them.

  • It answers for every change

    Every change it learns can be traced, and undone whenever you ask.

Questions about Vareon.

What ACI is, what each product does, and how the two relate.

What is ACI?

ACI, Adaptive Continual Intelligence, is a new category of intelligence, created by Vareon. ACI is intelligence that keeps learning, planning, simulating, deciding and acting while your work happens. It carries everything it learned and decided forward, and works in tandem with the AI models you already use. ACI is the result of years of research into neural nets and their trilemma: plasticity, stability and editability. Duplex is built on it.

Why is ACI a new category of intelligence?

AI models learn before they are released, and then stay as they are. ACI learns, plans, simulates, decides and acts after: at runtime, from your work, for as long as it runs. It learns your work rather than the world, it builds on everything it learned before, and what it learns is yours. Intelligence that keeps learning, planning, simulating, deciding and acting at runtime, beside the model, is a category of its own.

What is Duplex?

Duplex is your AI model and an ACI model, working as one: runtime intelligence for your AI and your agents. Together they learn, plan, simulate, decide and act while the work happens, from one person to the whole enterprise. It learns from every result, plans, simulates, decides and acts within your rules, acquires skills of its own and carries its decisions and learning forward, wherever you work. What it builds is yours. Duplex is built on ACI, Adaptive Continual Intelligence: a new category of intelligence that learns, plans, simulates, decides and acts at runtime, in tandem with AI models.

What is Vareon Reflex?

Reflex is the runtime for any machine that decides and acts on its own, from edge devices to robots. It pairs your autonomy stack with an ACI model, on the device: every command passes the gate, and it learns, plans, simulates, decides and acts inside your rules, with or without a connection. Your stack is whatever runs the machine today: a VLA, an MPC, an autopilot, a PLC program or an AI agent. Your stack brings the skills it was built with. ACI brings the intelligence to learn on the spot, plan to the goal, simulate each move, decide in the moment and hold every command to your rules.

Put intelligence that keeps learning to work.

Start with Duplex in the assistant you already use, or plan a Reflex pilot on your machines. Either way, what it learns is yours.

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