Research project
4 min read
PhenoHUB: A Mobile Toolkit for Digital Plant Phenotyping
A January 2026 snapshot of a WeChat Mini Program combining field utilities, weather queries, image tools, and experimental AI assistants.
TOPIC COLLECTION
Artificial Intelligence
Applied AI systems with explicit evidence, privacy, and validation boundaries.
- 6
- field notes
- Curated
- topic collection
Workflow
4 min read
Botanical Extract AI Pro: An Experimental Background-Isolation Workflow
An experimental web and batch workflow for placing plants on white backgrounds with multimodal image models, including scientific and privacy limitations.
Technical guide
8 min read
Local AI Assistants and Agents: A Secure, Reproducible Deployment Guide
A practical path from a local Ollama assistant to retrieval and controlled tool use, with explicit privacy, security, versioning, and deployment boundaries.
Technical guide
6 min read
Hunyuan3D-1 for Plant Images: A Reproducible Exploration Guide
A version-specific, evidence-aware workflow for generating exploratory plant meshes with Hunyuan3D-1 and validating why generative 3D output is not automatically a phenotype measurement.
Technical guide
7 min read
Local LLMs: A Reproducible Guide to Running, Fine-Tuning, and Serving Models
A maintainable workflow for choosing a local model, testing it with Ollama, planning parameter-efficient fine-tuning, evaluating results, and exposing a service safely.
Technical guide
8 min read
PyTorch for Research — A Version-Aware Learning Roadmap
A concise, reproducibility-focused route from tensors and training loops to transfer learning, evaluation, safe checkpoints, and deployment boundaries.