Patterns

Diagram of an LLM agent architecture with tools, memory, and a controller loop.

Building Effective Agents: Patterns That Survive Production

Most agent demos die in production. Here’s a practitioner’s playbook for designing LLM agents that are observable, testable, and actually ship.

Illustration of payment flow with idempotency key handling.

Implementing Idempotency Keys in Payment APIs: Architecture, Reliability, and Production-Ready Patterns

A deep dive into idempotency key strategies for payment services, with concrete architecture diagrams, code samples, and real‑world reliability patterns.

Diagram of GCP services connected in a production architecture.

Architecting Google Cloud Platform: Service Selection and Infrastructure Patterns for Production Workloads

A deep‑dive into service selection and repeatable architecture patterns that let engineers build, scale, and operate production workloads on Google Cloud Platform.

Illustration of a payment request with a unique idempotency key.

Implementing Idempotency Keys in Payment APIs: Architecture, Safety Patterns, and Production-Ready Workflows

A deep dive into idempotency keys for payment services, showing real‑world architecture, safety patterns, and step‑by‑step production deployment.

Diagram of layered storage architecture with clouds, racks, and data pipelines.

Architecting Storage Management Strategies for Modern IT Infrastructure: Design Patterns and Implementation Guide

A hands‑on guide that walks engineers through proven storage design patterns and how to deploy them on Kubernetes, Ceph, and cloud object stores.