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LELP platform engineering view

LELP: a reusable electromagnetic launcher for the Moon, and what is hard about it

A concept for a permanent lunar platform that collects regolith and launches small return capsules with an electromagnetic launcher, with a back-of-envelope check of energy and acceleration.

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A neural network built from scratch for Kepler, K2 and TESS data

A neural network built from scratch for Kepler, K2 and TESS data

How a three-class exoplanet classifier was assembled from NASA Exoplanet Archive tables, a C++ network without frameworks, and an evaluation on a held-out split.

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What 71% accuracy taught me: limits I found in my own pipeline

What 71% accuracy taught me: limits I found in my own pipeline

Writing the limitations of a small classifier down before anyone else finds them: missing values, normalization leakage, position features and missing baselines.

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Zhelezyaka: what a local JARVIS-like assistant needs

Zhelezyaka: what a local JARVIS-like assistant needs

Notes on a personal AI assistant that runs mostly on your own computer: memory of decisions, specialized agents, a model router and a permission layer.

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