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Tower Crane
Systems Architecture & Engineering
Enrich your research projects.
Making Research Outcomes Cumulative
Tower Crane supports research projects by applying software development techniques. By organizing scattered individual achievements into continuously cumulative forms, we enable not just operational efficiency, speed, and robustness of research processes, but also qualitative improvements in research—achieving larger scales and discovering new outcomes.
Track Record
Research Environment
- • Data analysis robustification R Rmarkdown Python Jupyter Notebook
- • Cloud development environment setup R Rstudio Server Python Google Colab
- • Data pipeline construction Python dbt DLT GitHub Actions
- • Package development instruction and project structure consultation R Python
- • Writing environment setup R Rmarkdown Docker LaTeX BibTeX CSL GitHub GitHub Actions
- • Code-manageable presentation material creation Markdown Beamer Slidev
Cloud / Network / Infrastructure
- • Infrastructure as Code git-flow design for multi-environment provisioning Terraform Terraform Cloud Pulumi GitHub GitHub Actions AWS Cloudflare
- • DNS configuration Terraform Cloudflare AWS
- • Cloud application environment setup AWS ECS Vercel Docker Supabase TypeScript Next.js
AI / Machine Learning
- • Project structure with Claude Code Claude Claude Code
- • TensorFlow environment setup on ARM machines Python TensorFlow
- • Time series analysis using neural networks Python Jupyter Notebook TensorFlow
- • Exam preparation for US graduate Machine Learning courses Python Jupyter Notebook Scikit-learn
- • Research workflow improvement through simulation time prediction Python Jupyter Notebook Scikit-learn
Web / Software Development
- • Domain modeling for business processes DDD
- • Version control guidance Git GitHub
- • Corporate and organizational website development Wordpress Studio Hugo Google Sites
- • Web application development Vercel Adalo Supabase
Doctoral Degree Support
- • Academic writing guidance (journal articles and dissertations) Academic Writing Logical Thinking
- • Logical design guidance for presentation materials Presentation Design Logical Thinking
Profile
Akira Hayashi
林 晃 (rin)
| Degree | Ph.D. in Agriculture |
| Field | Marine Ecology / Academic Engineering |
| Past Affils. | Fisheries Research and Education Agency, National Research and Development Agency / Atmosphere and Ocean Research Institute, University of Tokyo / Tokyo University of Agriculture and Technology |
- Find me on...
- GitHub
- Google Scholar
- Mastodon
- note
- ORCID
- ResearchGate
Akira is an academic engineer with a background in marine ecology. He doesn't just realize requests, but also proposes value discovery and outreach strategies. He understands the world of academic research while serving as a generalist, handling everything from system design to infrastructure procurement, back-end and front-end implementation.
Cloud platform
Language
Web framework
Databases
Infrastructure
Data & analytics
Monitoring & observability
Other tools
Are You Facing Any of These Challenges?
- • Need guidance on data manipulation and analysis?
- • Want to preserve and share knowledge across your research community?
- • Looking to integrate published data into your research?
- • Unsure how to communicate research outcomes effectively?
- • Struggling to make effective use of large volumes of data?
- • Have an idea but need help turning it into a system?
- • Spending too much time on data preprocessing?
- • Looking to improve the reproducibility of your research environment?
- • Need a trusted technical advisor to bounce ideas off?
- • Unsure which programming languages or technologies to choose?
- • Need support with data analysis programming?
- • Looking for a no-code solution?
- • Stuck deciding on an analysis approach?
- • Want to streamline administrative tasks?
- • Need an external architect who can support you from design through implementation?
Contact
We accept consultations from those seeking technical support.
We are temporarily not accepting new inquiries.