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Our work

From a research question
to a working system.

CIEL is our main development project. Alongside it, our papers investigate specific questions about how machines learn, compute, and verify an answer.

CIEL · In development

Memory that carries context forward.

We’re developing an experimental memory system for agents working across long conversations, code, tools, and documents. The current focus is evaluating continuity over long histories.

Meet CIEL
4 manuscripts · Under review

Studies you can examine.

Our current submissions cover Transformer training on CPUs, quantum attention sampling, quantum hardware benchmarks, and proofs for optimal finite identification.

Explore the papers
Design partners

Bring a real
workflow.

We are looking for a team with a long-running coding, research, support, or operations agent to test CIEL on a real workflow.