Why "It Works on My Laptop" Fails — And the Fix
AI-assisted development needs proof that matches production. Repo Testing Setup creates a repeatable, containerized local gate so code is tested the same way it will be shipped.
Discover more
Why Your AI Passes Tests but Fails in Production
AI agents often prove the wrong thing. Feature Design Pre-flight turns requirements into auditable outcomes, mapped impacts, and test plans before implementation starts.
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The AI Skill That Refuses to Build Something Vague
Most bad AI builds start with ambiguity. Clarify Before Build forces the conversation to slow down long enough to turn vague requests into a shared, written contract before implementation starts.
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The Dream: AI That Builds Truly Secure Software
Large language models can finally take on much of the software development lifecycle. But shipping secure software still demands testing, threat modeling, logging, input validation, and vulnerability management. Here's how to think about closing that gap.
Discover more
Featured posts
AI Is Your Greatest Opportunity. Don’t Miss It
Most of the AI hype is doom and gloom — the jobpocalypse, the end of white collar work, the robots taking over. I think that's completely wrong. I believe the Age of AI is the greatest opportunity in history for subject matter experts to create wealth, influence, and legacy.
Your Weekly Disruption: Is OpenAI Losing Its Edge?
AI is quickly integrating into education, with major releases from Anthropic (Claude) and Gemini (Google). However, OpenAI's contribution is pretty underwhelming. I call it the lack of the Actionable Outcomes Bias Principle.
Bring Your Idea to Life in Five Easy Steps
Have a brilliant idea for a web app but don’t know where to start? This guide covers essential best practices for non-technical entrepreneurs, from defining your project to wireframing, designing, and finding the right development partner. Turn your vision into reality with clear, actionable steps!
Qubic...I can't wait until this is ready for the Real World!
If ever there was a blockchain project I wished I could get into, it would be Qubic. The hypothesis, proposal, and vision are incredible. It's a truly disruptive Layer 1 blockchain proposal—but it's not yet ready for prime time. Check out my analysis.
Build Your Own Crypto Trading Bot with Binance
Learn how to build a crypto trading bot using Binance and Python. Episode 1: Connecting to Binance
How to Build a MetaTrader 5 Python Trading Bot Expert Advisor
Learn how to build your Expert Advisor in Python using MetaTrader 5 in this series. You'll get a step by step guide with incredible explanations to help you every step of the way.
AI Is Your Greatest Opportunity. Don’t Miss It
Your Weekly Disruption: Is OpenAI Losing Its Edge?
AI Glossary
Bring Your Idea to Life in Five Easy Steps
Qubic...I can't wait until this is ready for the Real World!
Build Your Own Crypto Trading Bot with Binance
How to Build a MetaTrader 5 Python Trading Bot Expert Advisor
Latest posts
01
AI
Why "It Works on My Laptop" Fails — And the Fix
by
James Hinton
AI-assisted development needs proof that matches production. Repo Testing Setup creates a repeatable, containerized local gate so code is tested the same way it will be shipped.
01
AI
Why Your AI Passes Tests but Fails in Production
by
James Hinton
AI agents often prove the wrong thing. Feature Design Pre-flight turns requirements into auditable outcomes, mapped impacts, and test plans before implementation starts.
01
AI
The AI Skill That Refuses to Build Something Vague
by
James Hinton
Most bad AI builds start with ambiguity. Clarify Before Build forces the conversation to slow down long enough to turn vague requests into a shared, written contract before implementation starts.
01
AI
The Dream: AI That Builds Truly Secure Software
by
James Hinton
Large language models can finally take on much of the software development lifecycle. But shipping secure software still demands testing, threat modeling, logging, input validation, and vulnerability management. Here's how to think about closing that gap.
01
AI
What If Your LLM AI Started Fixing Its Own Tech Debt (and Cyber Security Problems)?
by
James Hinton
What if AI systems did not just create code, but continuously fixed, secured, and improved it? A practical thesis for autonomous software quality and cybersecurity.
01
AI
What If Your AI Code Fixed Its Own Tech Debt?
by
James Hinton
The real promise of AI software development is not just faster code. It is a system of skills that can keep quality, security, vulnerability management, and technical debt under control as the codebase changes.