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Minimal editorial illustration showing a complex AI system with incomplete boundaries, representing scale outpacing control in 2025.

What Actually Mattered in AI in 2025

Data Guy / 29 December 2025

A year-end DataGuy manifesto on why AI in 2025 revealed the limits of scale, context, autonomy, and control – and why systems, not models, defined what actually mattered.

What Actually Mattered in AI in 2025 Read More »

Minimal editorial illustration comparing parallel GPU computing with sequential processing to show throughput as an economic choice.

CUDA Without the Marketing: What You Actually Need to Know

Data Guy / 24 December 2025

This article demystifies CUDA by explaining what it actually abstracts, when GPUs help, when they don’t, and why most GPU waste is architectural, not algorithmic..

CUDA Without the Marketing: What You Actually Need to Know Read More »

Minimal editorial illustration showing aligned data points on a central axis with a faded divergent point representing inference over correlation.

Why Statistics and Econometrics Still Win Real Decisions

Data Guy / 24 December 2025

This article explores why statistics and econometrics continue to outperform black-box models in real decision-making, focusing on causality, interpretability, and durability.

Why Statistics and Econometrics Still Win Real Decisions Read More »

Minimal editorial illustration showing Python coordinating finance, simulation, and game systems through a central core.

Python Outside Data Science: Finance, Simulation, and Games

Data Guy / 23 December 2025

This article explores why Python remains central in finance, simulation, and games, showing how it succeeds as a coordination layer rather than a raw performance engine.

Python Outside Data Science: Finance, Simulation, and Games Read More »

Minimal editorial illustration showing a stable machine learning model surrounded by fragmented layers representing maintenance pressure.

Python for Modeling: What Actually Scales Beyond Tutorials

Data Guy / 23 December 2025

This article examines Python modeling tools through the lens of maintenance and ownership, explaining why many ML stacks collapse and what actually survives in production.

Python for Modeling: What Actually Scales Beyond Tutorials Read More »

Minimal editorial illustration showing layered grids, computation blocks, and charts representing durable Python analytics workflows.

Python Packages That Still Matter for Data Analysis

Data Guy / 23 December 2025

This article examines why certain Python data analysis tools endure long after trends fade, focusing on workflow resilience, interoperability, and analytical realism.

Python Packages That Still Matter for Data Analysis Read More »

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