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Minimal editorial illustration showing a stable, structured system with clear boundaries and feedback loops, representing earned intelligence in 2026.

Earned Intelligence: The Only Kind That Scales in 2026

Data Guy / 31 December 2025

A DataGuy manifesto defining earned intelligence, the system-level properties AI must have in 2026 to survive scale, scrutiny, and real-world use.

Earned Intelligence: The Only Kind That Scales in 2026 Read More »

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 showing a layered codebase with a precise retrieval path highlighting stored organizational knowledge.

The Quiet Rise of Code Assistants as Knowledge Systems

Data Guy / 24 December 2025

This article explores how code assistants are evolving into knowledge systems, reshaping how organizations retrieve, preserve, and trust institutional memory.

The Quiet Rise of Code Assistants as Knowledge Systems Read More »

Minimal editorial illustration showing an AI agent contained within a structured system of boundaries, gates, and orchestration paths.

Building Agents Without Losing Control: Inside NVIDIA NeMo

Data Guy / 24 December 2025

This article examines why agentic systems fail without governance, and how orchestration frameworks like NVIDIA NeMo make control explicit rather than accidental.

Building Agents Without Losing Control: Inside NVIDIA NeMo 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 a small model embedded within a larger structured system of feedback loops and constraints.

From Models to Systems: When Data Science Becomes AI

Data Guy / 24 December 2025

This article explores how data science evolves into AI when models give way to systems, and intelligence emerges from reasoning, feedback, and design.

From Models to Systems: When Data Science Becomes AI Read More »

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