Scientific discovery with uncompromising rigor.
So Small Circle was founded on a simple observation: progress in artificial intelligence is bounded not by compute scarcity alone, but by our understanding of its fundamental representations.
- 01. The Aperture & Name
- 02. Our Institutional Charter
- 03. Why We Built Toppins
- 04. Independent Governance
01. The Aperture & The Name
In optical physics, an aperture is a small circular opening that limits the spread of light. By constricting the beam, an aperture transforms scattered, chaotic photons into a crisp, coherent image.
We took our name—So Small Circle—from this principle. In deep learning, black-box systems often produce unpredictable outputs because the intermediate representations remain opaque. By focusing our investigations on the smallest circuits, neurons, and geometric constraints within models, we engineer systems that are interpretable, precise, and physically grounded.
02. Our Institutional Charter
We operate under three non-negotiable principles:
First-Principles Rigor
We reject superficial prompt engineering in favor of rigorous mathematics, inverse rendering theory, and mechanistic interpretability.
Human Attention Respect
Digital spaces are saturated with disruptive commercial intrusions. We build technology that harmonizes with visual culture rather than interrupting it.
Economic Fairness
Value created by independent cultural creators must return primarily to those creators. Our platforms are designed to allocate the majority of revenue directly to the ecosystem.
03. The Lab & Our Products: The Toppins Model
Many AI research companies remain confined to synthetic benchmarks. At So Small Circle, our research is directly anchored in transformative real-world impact.
In the same model that Anthropic conducts foundational alignment research and builds its flagship product Claude, So Small Circle conducts basic science into visual representations, scene composition, and market mechanisms to develop our flagship product, Toppins.
Toppins is the direct commercial expression of our visual intelligence breakthroughs—solving three chronic advertising problems simultaneously:
- • Brands obtain organic, non-disruptive visibility without costly commercial shoots.
- • Creators monetize existing photo archives with an unprecedented 80% revenue share.
- • Audiences enjoy natural visual storytelling free from repetitive promotional interruptions.
04. Independent Governance
So Small Circle is structured to preserve long-term scientific independence. Our research direction cannot be compromised by short-term quarterly pressures, ensuring our commitment to transparency, safety, and creator equity remains permanent.