Independent AI research

Intelligence
with a longer
memory.

Meet CIEL. An experimental memory system for AI agents working across long conversations, documents, and decisions.

CIEL / A THREAD THROUGH THE WORK

01 / EARLIERA decision worth keeping.

02 / SOMETHING CHANGESA correction that matters.

03 / WHAT COMES NEXTKeep the thread.

Context that travels with the work.Concept illustration

01 Meet CIEL

Research prototype

Your work moves on.
Your context should, too.

CIEL is an experimental memory system for AI agents working across long conversations, documents, and decisions.

Our research focuses on retaining relevant context, handling changing information, and connecting answers to supporting evidence.

02 Selected research

Formal guarantees, measured tradeoffs, and honest limitations. Explore our public studies.

Formal methodsPreprint

Separating candidate construction from independently checkable optimality certificates.

Systems & learningPreprint

Testing the quality, throughput, and memory tradeoffs of local training on CPUs.

Exploratory computingPreprint

Exploring quantum–classical methods for attention, optimization, and verification.

Every paper includes its scope and present limitations.

03 / Build with us

We’re looking for design partners with long-running coding, research, support, or operations workflows. Bring us a real memory problem.

Start a conversation CIEL is a research prototype.