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Overview

minimax-m2.5 is one of Kyma’s best picks for engineering-heavy workflows. It fits coding agents, structured implementation work, and long multi-step debugging sessions.

Specs

FieldValue
Model IDminimax-m2.5
Best forCoding, agentic workflows, debugging
Context window196K
Max output tokens32K
Input modalitiesText
Output modalitiesText
Tool callingYes
Structured outputsYes
Prompt cachingYes
SpeedMedium
Cost bandBalanced
Release stageStable

Use this when

  • Your workflow looks like engineering work, not just chat.
  • You want a strong coding model below flagship pricing.
  • You need long context for repo-scale tasks.

Pick something else when

  • You want the absolute safest default: use qwen-3.6-plus.
  • You want multimodal tool-heavy agents: use kimi-k2.5.
  • You need faster cheap throughput: use qwen-3-32b.

Example

from openai import OpenAI

client = OpenAI(base_url="https://kymaapi.com/v1", api_key="ky-...")

response = client.chat.completions.create(
    model="minimax-m2.5",
    messages=[{"role": "user", "content": "Plan the fix, propose a patch, and explain the regression risks."}]
)