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Category production-ai

production-ai in AI
Preview LoyaltyLens Series Recap: Architecture Decisions, Lessons, and What to Build Next

LoyaltyLens Series Recap: Architecture Decisions, Lessons, and What to Build Next

May 21, 2026

Module-by-module architecture decisions, five key lessons from building a production AI system end-to-end, and a prioritised roadmap for extending LoyaltyLens to production.

#machine-learning
#llmops
#mlops
#rag
#pytorch
#production-ai
#loyaltylens
Preview Wiring Six AI Modules Into One Pipeline — and Deploying to the Cloud

Wiring Six AI Modules Into One Pipeline — and Deploying to the Cloud

May 19, 2026

How I connected LoyaltyLens's six modules into a single orchestration layer, exported the PyTorch model to TorchScript, and deployed a real-time inference endpoint on AWS SageMaker.

#mlops
#sagemaker
#aws
#pytorch
#vertex-ai
#cloud-deployment
#production-ai
#loyaltylens
Preview Building a Feedback Loop for Production LLMs: Signals, Preference Data, and Retraining Triggers

Building a Feedback Loop for Production LLMs: Signals, Preference Data, and Retraining Triggers

May 14, 2026

Closing the production AI loop — feedback capture API, React review UI, preference dataset export, automated retraining triggers, and the practical limits of RLHF without a research team.

#rlhf
#reinforcement-learning
#llmops
#feedback-loops
#mlops
#production-ai
#react
#fastapi