# Blog - VectorCat

> Insights and practical guides on AI-driven data management, governance and FAIR data practices for biotech and pharma teams.

Source: https://www.sci2sci.com/blog

# Lab Data Blog

Insights on AI-driven data management for biotech & pharma.

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![What a scientist could learn from an engineer](https://www.sci2sci.com/_astro/blog_scientist_engineer_page.DBmzTVMY.webp)

Data Management Life Sciences

### What a scientist could learn from an engineer

Can we make data collaboration-ready applying lessons from software development?

Angelina, CEO at sci2sci Aug 20, 2025

](https://www.sci2sci.com/blog/what-a-scientist-could-learn-from-an-engineer)[

![Beyond chats - LLMs as data management assistants](https://www.sci2sci.com/_astro/blog_picture_llms_as_data_management_assistants.vBqkIrOA.webp)

AI Data management

### Beyond chats - LLMs as data management assistants

Can AI help in making data "AI-ready"? Yes, but there are nuances to it.

Angelina, CEO at sci2sci Jul 24, 2025

](https://www.sci2sci.com/blog/llms-as-data-management-assistants)[

![Data and knowledge management in the LLM era](https://www.sci2sci.com/_astro/blog_picture_data_and_knowledge_in_llm.CSSOhAN4.webp)

AI Knowledge management

### Data and knowledge management in the LLM era

LLMs and research data integration: what we learned working with life-sciences data.

Angelina, CEO at sci2sci Jul 10, 2025

](https://www.sci2sci.com/blog/data-and-knowledge-with-llm)[

![Why biopharma data is different](https://www.sci2sci.com/_astro/blog_picture_why_different.BQ5o4NgX.jpg)

Data Management Life Sciences

### Why biopharma data is different

For the last 4 years I've been working on life sciences data management. This letter shares what we've learned about bounded vs unbounded domains and why Office tools persist in scientific workflows.

Angelina, CEO at sci2sci Jun 24, 2025

](https://www.sci2sci.com/blog/why-biopharma-data-is-different)