GRM-2.6-Opus (27B) - GGUF

Overview

• Original Model: OrionLLM/GRM-2.6-Opus
• Architecture: Qwen3.6-27B
• License: Apache 2.0
• MTP Support: Yes

This repository contains the GGUF quantized files for OrionLLM/GRM-2.6-Opus.

GRM-2.6-Opus adopts structured Opus-style reasoning, outperforming the Plus version in coding, terminal agent workflows, complex problem-solving, and high-difficulty STEM evaluations. Compared to the Plus version, GRM-2.6-Opus offers:

• Opus-style Reasoning: More structured, organized, and deliberate thinking.
• Enhanced Performance: Significant improvements in coding, terminal agents, complex problem-solving, and advanced STEM tasks.

Key Capabilities

• Opus-Style Structured Reasoning: GRM-2.6-Opus uses a more organized reasoning format, helping it produce clearer and more reliable solutions for complex tasks.
• Improved Terminal Agent Ability: The model is better suited for terminal-based agents, tool-style workflows, debugging, code execution planning, and multi-step technical tasks.
• Stronger Coding Performance: The merge improves code reasoning, implementation planning, and difficult programming task handling.
• Enhanced General-Purpose Intelligence: GRM-2.6-Opus remains useful across research, STEM, chat, coding, local agents, and advanced problem-solving.
• Improved Over GRM-2.6-Plus: The model builds on the original GRM-2.6-Plus and adds stronger structured reasoning behavior through the Opus-style distilled merge.

SVG TEST

Prompt: Create a complete SVG loading animation of a rose: with each rotation, the rose grows, blooms, and then closes

V3 (iq4_xs)	V2 (iq4_xs)	NomXL	NyamNyam

How to Use

These GGUF files are fully compatible with llama.cpp and popular graphical interfaces like LM Studio, Ollama.

Example using llama.cpp CLI:

./llama-cli -m GRM-2.6-Opus-Q4_K_M.gguf \
  -p "System: You are a helpful assistant.\nUser: Create a calculator in a single HTML file backwards.\nAssistant:" \
  -n 2048 -c 8192