Right model. Real workload.
Evaluate output quality against your actual tasks. A leaderboard alone cannot tell you what your business needs.
+ 03 / MODEL CAPABILITIES
Intelligence has
many dimensions.↗
From a thoughtful answer to a striking image or a moving story. Explore model architectures, then see how Perchy tunes caching and speculative decoding to each one.
01 / LANGUAGE
HYBRID ATTENTION
Qwen3.8-Flash-Next
Recurrent state meets sparse attention. A different way to carry context through an intelligent workflow.
Customer conversations · Agentic workflows · Knowledge in context
Inside the architecture 02 / LANGUAGE
COMPRESSED SPARSE ATTENTION
DeepSeek-V4.1-Flash
A causal encoder–decoder, compressed sparse attention and conditional memory. Explore the architecture behind the next token.
Long-context reasoning · Coding and agents · Multimodal knowledge
Inside the architecture 03 / LANGUAGE
SPARSE + LINEAR ATTENTION
GLM-5.3-Flash
Kimi Delta Attention and KPool-DSA share the work: recurrent state for continuity, selective attention for recall.
Engineering workflows · Long-context recall · Visual understanding
Inside the architecture 04 / IMAGE
SINGLE-STREAM FLOW MODEL
Ideogram 4.0
Language and image tokens meet inside a single-stream diffusion transformer, turning latent noise into deliberate composition.
Product imagery · Typography-led creative · Creative iteration
Inside the architecture 05 / VIDEO
JOINT AUDIO–VIDEO TRANSFORMER
MiniMax H3
A joint audio–video latent sequence. One single-stream transformer. A generation path designed to keep sound and motion together.
Product stories · Creative exploration · Content pipelines
Inside the architecture Model examples illustrate managed inference options. Availability, licences and performance are confirmed in your proposal. Model names belong to their respective owners; listing does not imply endorsement or partnership.
THE MODEL IS JUST THE BEGINNINGCapability is a choice.
Capability is a choice.
Control is a design decision.
Licences before launch.
Open weights do not mean unrestricted use. Deployment, commercial use and redistribution depend on each model’s terms.
Every boundary made explicit.
Base models and separately hosted add-on features can have different data paths. Your proposal identifies each component.
One benchmark.
A whole new cost curve.