Jandos Mámbetáli

Jandos Mámbetáli

Founder @ PyCells MDS

About

I build tools that turn structured data into clear, reliable documents. I’m focused on eliminating manual work between spreadsheets and final PDFs — invoices, reports, and other documents that people generate repeatedly from data. I care about predictable calculations, clean layouts, and systems that behave the same way every time. - Build PyCells into a reliable document system for data-driven teams - Reduce manual copy-paste and formatting errors - Make document generation as deterministic as code Ambitions To create tools that sit between data and presentation — where logic and layout stay perfectly in sync. Long term, I want PyCells to become a standard way to generate structured documents from data, without the fragility of traditional office workflows.

Badges

Tastemaker
Tastemaker
Gone streaking
Gone streaking
Gone streaking 5
Gone streaking 5

Maker History

Forums

Introducing TECS Engine – a discrete dynamic system for Element-Slot interaction.

TECS (Time Element Cycle Slot Engine) lets you simulate and train complex routing of elements into slots, bridging simulation modeling with neuro-symbolic learning. Perfect for testing resource allocation, agent-based models, or hybrid AI systems.

Why it s exciting:

  • Structured data routing in dynamic environments

  • Models competition and priorities naturally

  • Easily extensible for simulation, training, or research

Check it out: GitHub repo

TECS Engine - Discrete dynamic routing system for element-slot interaction

Discrete dynamic system simulation with moving elements and hash aggregation. - Jandos77/TECS_engine

Launching today — feedback welcome

Hi everyone

In a few hours PyCells goes live.

PyCells connects structured tables with precise A4 layouts.

You work with data and formulas like in a spreadsheet,

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