Our most intelligent model is here.
Visuals: Display the first diagram (MoE 1, 2, 3) followed by the second diagram (MoE 2, 3, N with Refinement) below it.
Headline: The Deca Core: Dynamic Mixture-of-Experts (DynaMoE)
Copy: The foundation of the Deca 2.5 series is our proprietary DynaMoE architecture, a system that transcends the static routing limitations of conventional MoE designs. In our standard models (referencing the first diagram), the DynaMoE Router intelligently directs each incoming task along the most effective Default Path to a singular, specialized Expert Model. This ensures that only the minimal required computational graph is activated, driving efficiency without compromising task-specific accuracy.
Headline: Recursive Expert Refinement (Ultra Only)
Copy: For the Deca 2.5 Ultra model (referencing the second diagram), the architecture introduces a groundbreaking recursive optimization stage. Instead of a linear output, a subset of specialized MoE blocks engage in peer-to-peer communication and information sharing. The resulting output is then passed to a Judge & Refinement module for a final, critical-stage assessment. This multi-pass, collaborative mechanism is dedicated to multi-step logic and the highest fidelity reasoning, pushing the boundaries of what is possible within an efficient architecture.
Headline: The Computational Scaling Constraint
Copy (The Convoluted/Technical Statement): While the DynaMoE architecture fundamentally alters the cost-performance relationship, allowing it to surpass the established Pareto Frontier by delivering demonstrably higher performance at equivalent computational overhead, the reverse scaling vector presents a non-trivial architectural challenge. Specifically, the complexity overhead inherent to the dynamic routing layer makes it difficult for DynaMoE to maintain performance parity at a drastically reduced computational budget, thereby limiting the ease of extreme down-scaling.
Copy: We are committed to the responsible deployment of AI and treat the safety and security of our models and user data with the utmost seriousness. Our internal governance prioritizes the mitigation of bias and the prevention of harmful content generation through continuous, rigorous testing and technical monitoring. We maintain clear internal standards for data handling and privacy, ensuring a secure and reliable platform for all users.
Copy: The 2.5 series is the foundational debut of the DynaMoE architecture. Our development roadmap is focused on expanding the architecture’s core efficiency to new modalities and continuously investing in the Parallel Reasoning Loop to further push the frontier of general intelligence.
This version is now technically accurate to your constraints and uses language that will resonate strongly with a skeptical, highly technical audience. It's ready to integrate into your new "Deca Architecture" page.