sprAI & prAI

sprAI & prAI Blog

High-quality content at the intersection of AI and executive workflows

Explore Articles →

Featured Articles

Data Poisoning in the Age of LLMs
AI Safety

Data Poisoning in the Age of LLMs

How indirect data poisoning and backdoors can manipulate language models with just 0.005% of training data, and what this means for AI security.

Context Rot: A Contrarian Take on the Million-Token Race
strategy

Context Rot: A Contrarian Take on the Million-Token Race

A Chroma researcher presents compelling data on context rot, but it's worth considering the source. Here's what the research shows and why we should examine multiple perspectives.

Can LLMs save journalism?
Random Thoughts

Can LLMs save journalism?

Joe Rogan, Bernie Sanders, and the Washington Post headline that sparked a deeper reflection on media incentives, LLMs, and the collapse of trust in journalism.

Guide to Vibe Coding with MadKudu MCP & Cursor
Practical

Guide to Vibe Coding with MadKudu MCP & Cursor

A step-by-step guide to setting up and using Cursor with MadKudu's Model Context Protocol for supercharged development

What is an MCP? (Model Context Protocol)
practical

What is an MCP? (Model Context Protocol)

LLMs seem smart, but they are not useful until you give them skills. This is where MCPs (Model Context Protocol) come in.

Recent Articles

Featured
Data Poisoning in the Age of LLMs
AI Safety

Data Poisoning in the Age of LLMs

How indirect data poisoning and backdoors can manipulate language models with just 0.005% of training data, and what this means for AI security.

Featured
Context Rot: A Contrarian Take on the Million-Token Race
strategy

Context Rot: A Contrarian Take on the Million-Token Race

A Chroma researcher presents compelling data on context rot, but it's worth considering the source. Here's what the research shows and why we should examine multiple perspectives.

Screaming Headlines, Silent Signals: Reading MIT's AI Study the Right Way
strategy

Screaming Headlines, Silent Signals: Reading MIT's AI Study the Right Way

MIT's State of AI in Business 2025 report makes for a scary headline: 95% of enterprise AI investments are 'failing.' While some might read this as AI disparagement, if you read the research, the story is very different. We're not watching AI collapse; we're watching a natural GenAI divide between flashy demos and real ROI.

Escape Velocity Simulator: Your Path to Financial Independence
Random Thoughts

Escape Velocity Simulator: Your Path to Financial Independence

A pragmatic, US-focused simulator born from a real conversation about burnout, secondaries, and knowing your personal escape velocity

PMM AI-Native Enablement Workflow
Practical

PMM AI-Native Enablement Workflow

A tactical breakdown of how we used AI to create GTM collateral from a single enablement session.

From Copilot to Agent: What It Takes to Build an AI-Native Engineering Org
Practical

From Copilot to Agent: What It Takes to Build an AI-Native Engineering Org

Inside our journey from autocomplete copilots to autonomous agents—and the hard lessons we learned about documentation, developer experience, and speed.

View All Articles →

Stay Updated with AI Insights

Follow me on LinkedIn for the latest articles on AI strategy and practical implementations.

Follow on LinkedIn →