KAT Dev 72B Exp

KAT Dev 72B Exp on Zumik: live pricing, context, and caching, routable by id or alias through one OpenAI-compatible endpoint.

Input / 1M tokens
Output / 1M tokens
Cache read
131K
Context window

At a glance.

ProviderFireworks AI
Familyqwen2
Released
LicenseOpen weights
Context window131K tokens
Max output
Parameters73B
Modalitiestext
Tool callingYes
Reasoning modeNo
Cachingnone
Batch discountNo batch tier

What reuse looks like here.

Not yet profiled

Pricing, context, and capabilities for KAT Dev 72B Exp are live, but it is outside the flagship set Zumik benchmarks in depth, so measured reuse, capture, and warm TTFT are not shown yet. Run a workload estimate or route it by id to start collecting traces.

Same OpenAI client, this model.

python
from openai import OpenAI

client = OpenAI(base_url="https://api.zumik.ai/v1", api_key="zk_live_...")

r = client.responses.create(
    model="kat-dev-72b-exp",
    input="Draft a fix for the failing test.",
)
print(r.usage.input_tokens_cached)   # confirm reuse

KAT Dev 72B Exp, answered.

How much does KAT Dev 72B Exp cost?

KAT Dev 72B Exp is an open-weights model routed through Fireworks AI. It is priced on the host's serverless size tier rather than a single published per-token list price, so it shows "—" here until profiled.

What is KAT Dev 72B Exp's context window?

KAT Dev 72B Exp supports a 131K-token context window.

Run KAT Dev 72B Exp with reuse measured.

Point an OpenAI client at Zumik and see exactly how much of this model's input you are reusing.