Jandos Mámbetáli

Jandos Mámbetáli

Founder @ PyCells MDS

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,

Building a better alternative to spreadsheets for documents — feedback wanted

Hey Product Hunt

I m working on PyCells a tool that combines spreadsheet-style calculations with clean A4 document layouts (invoices, reports, price lists, PDFs).

The idea came from constantly fighting Excel + Word + PDF exports and wanting:

  • predictable calculations

  • reusable document templates

  • instant PDF generation without layout hacks

PyCells Tables & A4 PDF creator - Tables and Spreadsheets that generate print-perfect PDFs

PyCells combines spreadsheet-style calculations with a precise A4 document editor. You work with structured data like in a table, but the output is a ready-to-use PDF — invoices, reports, price lists, and other documents that must look clean and consistent. PyCells keeps data and layout in sync. Change a value once, and every connected document updates automatically.