BuildEng V8 3B
BuildEng V8 3B is the flagship 3B release of the BuildEng project, a domain-specialized language model focused on civil engineering, structural reasoning, construction workflows, and conservative engineering-assistant behavior.
BuildEng V8 3B is fine-tuned from:
Qwen/Qwen2.5-3B-Instruct
Training dataset:
Irfanuruchi/buildeng-v8-3b
Improved using Qwen.
Model Information
| Property | Value |
|---|---|
| Model | BuildEng V8 3B |
| Model type | Fine-tuned causal language model |
| Upstream model | Qwen/Qwen2.5-3B-Instruct |
| Domain | Civil and structural engineering |
| Primary use | Engineering-assistant inference |
| Training dataset | Irfanuruchi/buildeng-v8-3b |
BuildEng is designed to provide practical, inspection-first engineering reasoning while avoiding unjustified certainty when important project information is missing.
Focus Areas
BuildEng is specialized around engineering and construction workflows including:
- reinforced concrete
- masonry
- foundations and settlement
- retaining walls
- slabs, beams, and columns
- structural diagnostics
- building defects and pathology
- renovation and existing-structure uncertainty
- temporary works
- construction sequencing
- structural inspection guidance
- inspection-first reasoning
- conservative engineering recommendations
The model is designed to function as an engineering assistant rather than present uncertain conclusions as established facts.
BuildEng Model Family
Flagship 3B Model
Irfanuruchi/qwen2.5-3b-buildeng
GGUF Releases
Irfanuruchi/qwen2.5-3b-buildeng-GGUF-Q4_K_MIrfanuruchi/qwen2.5-3b-buildeng-GGUF-Q8_0Irfanuruchi/qwen2.5-3b-buildeng-GGUF-F16
MLX Releases
Irfanuruchi/qwen2.5-3b-buildeng-mlx-4bitIrfanuruchi/qwen2.5-3b-buildeng-mlx-8bit
OpenVINO Releases
Irfanuruchi/qwen2.5-3b-buildeng-openvino-fp16Irfanuruchi/qwen2.5-3b-buildeng-openvino-int8
Training Dataset
Irfanuruchi/buildeng-v8-3b
License and Commercial Use
BuildEng V8 3B is a fine-tuned derivative of Qwen/Qwen2.5-3B-Instruct.
The upstream Qwen2.5-3B-Instruct model is distributed under the Qwen Research License Agreement, and the applicable upstream licensing terms continue to apply to this derivative release.
Under the upstream Qwen Research License Agreement, the default grant of rights to use, reproduce, distribute, modify, and create derivative works from the Qwen materials is limited to non-commercial research and evaluation purposes.
Commercial use of the upstream Qwen materials requires requesting the appropriate license from Alibaba Cloud.
Accordingly, Apache-2.0 licensing applicable to other BuildEng model families must not be interpreted as granting Apache-2.0 rights over the upstream Qwen2.5-3B materials contained in this release.
A copy of the upstream Qwen Research License Agreement is included in this repository as:
LICENSE
The required Qwen attribution and BuildEng modification information are included in:
NOTICE
Qwen Attribution
Qwen is licensed under the Qwen RESEARCH LICENSE AGREEMENT, Copyright (c) Alibaba Cloud. All Rights Reserved.
Improved using Qwen.
Commercial BuildEng Alternatives
For applications that require a BuildEng model based on an upstream Apache-2.0-licensed model, BuildEng variants based on Qwen2.5-1.5B and Qwen2.5-32B are available separately.
Users are responsible for reviewing and complying with all licenses applicable to their intended use and deployment.
Engineering Use Notice
BuildEng is an engineering-assistant model and is not a substitute for professional engineering judgment.
Model output should not be treated as:
- final structural approval
- construction authorization
- engineering certification or sign-off
- a substitute for calculations required by applicable codes or standards
- a substitute for inspection of actual site conditions
- a replacement for review by a qualified or licensed engineer where required
Engineering decisions should be independently verified using appropriate calculations, standards, drawings, site information, project-specific constraints, and professional review.
Modifications and Model Lineage
This repository contains the fine-tuned BuildEng V8 3B flagship model derived from Qwen2.5-3B-Instruct.
Model lineage:
Qwen/Qwen2.5-3B-Instruct
→ Irfanuruchi/qwen2.5-3b-buildeng
BuildEng-specific fine-tuning, engineering specialization, dataset development, documentation, evaluation, and related project contributions were produced by Irfan Uruchi.
This model represents a modified and domain-specialized derivative of the upstream Qwen2.5-3B-Instruct model.
Upstream Qwen intellectual-property rights remain subject to the Qwen Research License Agreement.
Author
Irfan Uruchi BuildEng Project