Infinity Intelligence
Infinity Intelligence
Four generations of frontier models built for institutions, enterprises and governments, where precision is not negotiable. The frontier program has now concluded. Our work continues in Labs.
Programs
Concluding our frontier model program
After four generations of frontier work, Infinity Intelligence is winding down large-scale, state-of-the-art model development. The Xora family is being retired, the Sentra clinical imaging project has been cancelled, and PySML has been discontinued.
Producing models like Xora 3.5 and Xora 4 carries enormous cost. For an organization our size, sustaining that scale is no longer viable, so we have preemptively shut those efforts down rather than let them degrade. Priority moves to Infinity Intelligence Labs — including WillMe AI — and to ongoing research. Going forward we focus on the WillMe GPT models and PolyCode, and Labs will keep publishing its findings as usual.
No Infinity Intelligence personnel have been harmed by this decision. Every employee and contributor has been moved to other parts of the organization.
“Thank you for these four generations of state of the art intelligence.”
Models
Specialized architectures for specific, high-stakes environments.
Xora
Our reasoning model family across four generations. Xora 4 Flash is the final release, and no further generations are planned.
Model card →PolyCode
A small, experimental diffusion coding model that generates whole structures instead of predicting token by token.
Model card →WillMe GPT
Highly efficient linear RNNs testing experimental context scaling and training techniques in the open.
Model card →Engineered where standard models fall short
High accuracy
Built for environments where precision is non-negotiable. Our models are trained to prioritize factual correctness and logical consistency over conversational fluency when it matters most.
In practice this means a model that will decline, qualify, or ask for the missing piece rather than produce a confident answer it cannot support. For a general-purpose assistant that is a worse experience. For a research or defense deployment it is the entire point.
Low hallucination rate
Strict grounding protocols and closed-weight structures significantly reduce generated falsehoods, making the systems dependable for critical research and defense applications.
Grounding is enforced at training time rather than bolted on as a filter, so the behaviour holds up when a deployment is disconnected from any retrieval system.
Efficient context handling
Dynamic context windows designed to process and recall large datasets instantly. Whether it is an entire codebase or an extensive medical history, the system retains what matters.
Ongoing work on making long context affordable rather than merely possible continues in Labs, primarily through the WillMe GPT line.
Edge-optimized
Total infrastructure control. Models are heavily optimized to run locally on permanent installations, giving zero data egress and ultra-low latency in air-gapped environments.
This constraint shaped the whole lineup. It is why PolyCode is small by design, and why the internal tooling behind our training and inference stack was built in-house rather than assembled from hosted services.
Custom architecture requests
Beyond the standard lineup, we evaluate requests for bespoke model development, partnering with a small number of organizations to build architectures from the ground up.
If a project aligns with our research goals and needs capability beyond off-the-shelf systems, we can develop models shaped around your operational capacity and data constraints.
Start a conversation →WillMe AI, our public laboratory
Where others mix experimental and production models, Infinity Intelligence stays strictly for high-reliability institutional use.
WillMe AI is the public-facing lab. It lets us test efficient, experimental architectures — like the linear RNNs behind WillMe GPT — in the wild, without compromising the safety guarantees of the core brand.
Visit WillMe AI →