AI education • workflow clarity • practical guidance
Free business AI education / workflow literacy / practical guidance
Beyke Workflow Systems is Kyle Beyke's personal site for free business AI education, practical workflow thinking, and selective independent advisory work that is clearly outside QBCS-aligned retail and Oracle Retail services.
Free resources come first. I also selectively consider independent non-retail, vendor-neutral AI education, documentation, and advisory engagements when they are safely outside QBCS-aligned retail and Oracle Retail work.
Plain-English articles, examples, and resources for understanding practical AI use without vendor hype.
Non-retail educational sessions focused on safe experimentation, terminology, use cases, and limitations.
Lightweight, non-implementation reviews to help individuals or small teams describe where AI might or might not fit.
Prompt patterns, decision guides, checklists, and internal education materials for responsible business AI learning.
Practical guides and analysis covering relevant issues in the AI space geared towards business needs.
Self-hosting AI sounds safer, cheaper, and more independent. Sometimes it is. Often, it is an expensive operational commitment disguised as a privacy strategy. This article gives business and technical leaders a practical framework for choosing between managed AI, private cloud, local models, on-prem infrastructure, and hybrid model routing.
AI coding agents do not just need bigger context windows or better prompt files. They need a controlled memory layer that survives across sessions, tools, and vendors. This article explains why hooks may matter more than MCP alone, how durable agent memory should work, and why memory ownership is becoming a serious business architecture decision.
LLM scaling is not just a brute-force story. MIT research on superposition suggests bigger AI models may improve because they give overlapping internal representations more room to interfere less. That helps explain why scale still matters, but it also shows why businesses need model selection, evaluation, workflow design, and cost discipline.
Start with free resources. Independent engagement requests are considered case by case based on fit, scope, timing, bandwidth, availability, and conflict boundaries.