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Jan 10, 2026·12 min read

Integrating LLMs Into Production Systems

Lessons from deploying GPT-4 and open-source models in real products. Prompt engineering, guardrails, cost control, and when not to use AI.

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ACF Pro AI/ML AWS Action Scheduler Airflow Architecture Automation Backend ClickHouse Custom Plugin Docker Email Automation FastAPI GPT-4 Go GraphQL Gutenberg Kubernetes Label Generation NestJS Next.js Node.js Opinion PHP Performance PostgreSQL Python REST API Redis Selenium Shipping Automation Stripe Telegram Bot API USPS WebSocket WooCommerce WooCommerce Shipping WordPress scikit-learn