About Runcell
Runcell
Runcell is an AI agent that lives inside Jupyter notebooks, giving Python developers, data scientists, and data engineers a partner for hands-on problem solving.
The blog captures what we are learning as we teach the agent new skills, refine workflows for production-grade notebooks, and explore how teams build with AI-native tooling.
Watch Runcell in action
Runcell pairs an AI agent with the power of Jupyter notebooks so teams can:
- Code faster – author production-grade Python notebooks with the agent assisting in real time.
- Execute with confidence – run, rerun, and orchestrate data science and data engineering workflows while keeping context intact.
- Understand data in context – ask questions, refine prompts, and explore multi-modal datasets collaboratively.
- Ship data stories – transform experiments into polished, shareable narratives that keep teams aligned.
Articles
- Dam/Dcm Methylation Tutorial: Which Restriction Sites Are Blocked in pUC19, pBR322, pACYC184 and Lambda (2026-11-02)
- ipynb vs py: What Breaks When a Notebook Becomes a Script (Tested Matrix) (2026-10-26)
- PyInstaller vs Nuitka vs cx_Freeze: A Measured Packaging Benchmark (Build Time, Size, Launch Time) (2026-10-19)
- BCA vs Bradford: How Far Off Each Assay Reads 13 Proteins Against a BSA Standard (2026-10-12)
- Primer Dimer Check Tutorial: Testing ΔG Rules on the CDC qPCR Primers (2026-10-05)
- A280 Protein Concentration Tutorial: ε280 for 11 Proteins, and Why A280 ≠ mg/mL (2026-09-28)
- Jupyter to PDF: A Measured Fidelity Benchmark of nbconvert's Three Export Paths (2026-09-21)
- ModuleNotFoundError in Jupyter: A Reproduced Kernel Failure Matrix (2026-09-14)
- DNA Molecular Weight in Python: A Runnable ng/µL → nM Workflow (2026-09-07)
- nbconvert PDF Export Errors: A Complete Troubleshooting Reference (2026-08-25)
- OpenClaw: Self-Hosted AI Assistant You Can Message From Anywhere (2026-02-10)
- RDKit Python Tutorial for Chemists (With Examples) (2025-11-17)
- DESeq2 in Python: Step-by-Step PyDESeq2 Tutorial (2025-11-14)
- How to Remove Data Validation in Excel (Step-by-Step) (2025-11-14)
- Differential Expression Analysis: Guide with R & Python Code (2025-11-06)
- Jupyter nbconvert: Convert Notebooks to HTML, PDF & Python (2025-10-24)
- How to Delete a Column in Pandas (5 Methods With Examples) (2025-10-23)
- What Is .ipynb_checkpoints? Deleting It, and the Git Commands That Actually Untrack It (2025-09-25)
- How to Install Jupyter Notebook on macOS (2025-09-24)
- Follow updates on X @runcell_dev
- Explore the product on www.runcell.dev
- Say hello at hello@runcell.dev