KT: Mi:dm K 3.0 Pro

Text input Text output
Author's Description

Mi:dm K 3.0 Pro is a Mixture-of-Experts reasoning model from KT, with 120B total and 12B active parameters. It uses a hybrid architecture that mixes Mamba, MoE and attention layers.

Key Specifications
Cost
$$$$$
Context
261K
Released
Nov 05, 2026
Speed
★★
Ability
★★
Reliability
★★
Supported Parameters

This model supports the following parameters:

Presence Penalty Logprobs Top P Temperature Response Format Top Logprobs Include Reasoning Structured Outputs Frequency Penalty Reasoning Max Tokens
Features

This model supports the following features:

Structured Outputs Reasoning Response Format
Performance Summary

KT's Mi:dm K 3.0 Pro is a hybrid Mixture-of-Experts reasoning model combining Mamba, MoE, and attention layers with an expansive 261k-token context window. Operationally, the model demonstrates moderate speed and offers moderate pricing across evaluated tasks. A major operational highlight is its exceptional reliability, achieving a 97% success rate with minimal technical interruptions, ensuring consistent response generation. Across benchmark categories, Mi:dm K 3.0 Pro displays impressive technical depth but exhibits sharp divergence in capabilities. Its strongest asset is software development, where it achieved a standout 94.0% accuracy in Coding (78th percentile). The model also holds its own in advanced quantitative evaluation, registering strong marks in Mathematics (92.0%) and complex multi-step Reasoning (86.0%). However, its most notable weakness is complex Instruction Following, where it collapsed to a 1.0% accuracy rate (14th percentile), showing significant difficulty in parsing multi-layered constraints, specific ordering, and strict formatting directives. Ultimately, Mi:dm K 3.0 Pro is a dependable, cost-balanced option well-suited for code generation, mathematical analysis, and general reasoning, provided workflows do not depend heavily on rigid, highly complex formatting instructions.

Model Pricing

Current Pricing

Feature Price (per 1M tokens)
Prompt $0.2
Completion $0.8
Input Cache Read $0.04

Price History

Available Endpoints
Provider Endpoint Name Context Length Pricing (Input) Pricing (Output)
KT
KT | kt/midm-k-3.0-pro 261K $0.2 / 1M tokens $0.8 / 1M tokens
Benchmark Results
Benchmark Category Reasoning Strategy Free Executions Accuracy Cost Duration