The next $1T company will be a software company masquerading as a services firm.Julien BekThis is our conviction.
Cercle
We build Beyond, the verifiable agentic framework that makes generative AI something an enterprise can industrialise.
We lived the compliance and information security requirements that keep GenAI from scaling in regulated industries.
We control every link in the chain, from the architecture of the LLMs themselves to the structure of agentic harnesses, by way of the more traditional CNNs and of World Models. We publish our research on the subject. Our products hybridise the best of those worlds, for repeatable and measured performance.
Our researchAn agentic chain breaks first on the way data is presented to it. Our memory technology sits between potentially contradictory internal sources and the agents: no more soft compromises invented along the way.
Costs that explode without warning, dependence on foreign frontier models, versions that change without notice, data leaks: these are the real problems of GenAI. Beyond cuts a complex problem into simple ones, handed to agents that are more limited but entirely under control, exactly the way a human organisation divides difficult work into simple tasks.
Discover what is happening at Cercle: our events, our work, our research.
Compute is easy to parallelize. Coherence is not. Multi-agent systems are rediscovering what organization theory already knew.
Disruptions start at suppliers you do not know. What a map rebuilt from open sources changes.
When an agent’s memory opens the doors to a complex and uncertain world: a guided tour of our research paper “One Operator, Four Faculties.”
The Cercle’s thesis: production has become almost instantaneous, while trust is still paid for at the human hourly rate.
Our partners
Cercle surrounds itself with trusted partners who share its standards across different areas of the digital space.
Let’s talk
If you would like to, you can write to us freely by email using the form below, and we will get back to you as soon as possible.
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Would you like to discuss your project or your questions in concrete terms? Let’s get to know each other over a coffee!
International
Two continents, one standard.
International is written into the Cercle’s DNA: day in, day out, European boldness works alongside Japanese rigour and precision.
Head office Site publisher
The Cercle’s leadership and engineering entity. European operating base, well embedded in the Paris startup ecosystem.
Affiliated entity
The Cercle’s Japanese subsidiary, established in Japan’s industrial and economic heartland. This is where we build the solutions industry needs. Commercial operating base for APAC.
Cercle is not one big family: we are looking for responsible, trustworthy professionals for demanding engagements. We will match your commitment.
Speculative applications remain welcome. Write to us, saying what you can do and what you are looking for: a precise application finds its place faster than a vacancy finds its candidate.
Speculative application