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Why AI Automations Fail After the Demo—and What Production Requires
A production engineering checklist for AI-driven workflows, agents and MCP tool integrations.
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Notes from real projects.
Practical write-ups on WordPress engineering, SaaS products, integrations, automation and trading software — what worked, what broke and how I fixed it.
Can WordPress Power a Serious SaaS Product? The Real Trade-Offs
An engineering-led decision guide to using WordPress as the foundation for a subscription software product.
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More Plugins Won’t Fix a Weak WordPress Architecture
A practical engineering framework for deciding when a WordPress site needs stronger architecture rather than one more plugin.
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The API Integration Problems That Only Appear After Launch
How to design resilient API integrations around unreliable networks, repeated events, token rotation and observable state.
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