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Work and processes
Logistics, cleaning, company knowledge, and AI in everyday operations.
Writing on this subject
How I implemented corporate AI for 15 employees and a continuous customer flow
A client implementation with employee memory, company knowledge, live product data, Slack and WhatsApp on a $921 monthly infrastructure and API budget.
What AI Looks Like on a Dirty Construction Site
A post-construction cleaning job shows how AI can connect surveys, staffing, purchasing and quality control with decisions checked on site.
Ask your corporate AI where the container is
A corporate assistant needs structured documents, reliable links, permissions and live data. This is the three-layer RAG design we used at NF ELIT.
What really happens to your container at the Port of Baltimore
'Your container arrived' doesn't mean you can pick it up. The real timeline at the Port of Baltimore, ISF, customs, free time, demurrage, step by step.
A smart model cannot help if it has no one to call
Five containers split between Baltimore and Houston. The failure shows where LLM capability ends and reliable AI systems still fall short.
Will AI move beyond the corporate walls?
Business AI works inside company walls. The next step is protected agent communication with suppliers, buyers and current market data.
The Distance Between an Idea and a Business Just Got Shorter
How AI helps turn a familiar craft into a business idea you can test, with clearer questions, practical preparation and human judgment.
Why Ostapenko Foundation exists, and why HowUSA came first
Why I organized Ostapenko Foundation, what HowUSA helps people do, and what Luna taught me about balancing AI safety with useful answers.