Insights
Artificial intelligence in production: use cases, agents and adoption guidelines
How we take Gen AI, RAG and vision from a demo to something operators will actually use — evals, guardrails and the unglamorous integration work.
AI in manufacturing: vision QC on the factory floor
Latency, lighting and operator UX lessons from three production lines.
MLOps that survives the second model
CI/CD, Kubernetes and monitoring for models that keep shipping.
RAG vs. fine-tuning for a domain chatbot
A practical framework for deciding when retrieval beats retraining.
Cutting a reporting cycle from 3 weeks to 2 days
What changed when we rebuilt the warehouse and Power BI layer together.
Designing a conversational trip-planning assistant
Conversation flow, tools and booking logic that actually close.
When to put an AI agent in production
Guardrails, evals and human-in-the-loop patterns we use on client work.
Spatial UX notes from an industrial headset pilot
What held up on the shop floor when we overlaid QC guidance in AR.
When a ledger actually belongs in an AI workflow
Audit trails for model outputs — and when a database is enough.
Voice AI that stays on your infrastructure
White-label voice agents without sending audio off-site.
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