Overview
Created by xAI, this model specializes in software development tasks. It handles tool calls natively, supports structured outputs, and includes built-in reasoning capabilities. It operates exclusively with text inputs and outputs, with a 256,000-token context window and a 32,768-token maximum output limit. On Kyma, requests route through an OpenAI-compatible endpoint using a single API key. The platform provides automatic failover if a serving path degrades, and every response returns the exact token cost in usage.cost alongside the X-Kyma-Model header. Prompt caching is supported, billing repeated prefixes at this model’s cached input rate. It does not process images, audio, or other non-text modalities. While optimized for speed and tool use, its output length caps at 32,768 tokens, which may require chunking for very long codebase generation or extensive documentation tasks.Specs
Pricing
Above a long prompt this model costs more per token, because the infrastructure
serving it charges more there. The threshold is on the prompt, so you know which
rate applies before you send.
Use this when
- Agentic Software Development — Automates multi-step coding tasks by chaining tool calls and reasoning loops.
- Rapid Debugging Workflows — Identifies and patches code errors quickly using native tool integration.
- Structured API Responses — Generates valid JSON or schema-compliant outputs for downstream system integration.
- Fast Chat Interactions — Delivers low-latency conversational responses for developer-focused assistants.
Not ideal for
Do not use this model for tasks requiring image analysis, audio processing, or outputs longer than 32,768 tokens.Pick something else when
- You need to analyze images or process multimodal data: use
gemini-3.5-flashorqwen-3.7-plus. - You require output sequences exceeding 32,768 tokens: use
deepseek-v3orqwen-3.7-max.