A shield protecting a network of connected nodes

Building User-Safe Systems: Architecture Patterns That Protect Real People

User safety isn’t a feature — it’s an architectural constraint. Learn the patterns production systems use to protect real people from real harm.

September 20, 2026 · 7 min · 1429 words · martinuke0
Abstract visualization of a slowly fading neural pathway

Agentic Skill Decay: Why Your AI Agents Get Worse Over Time

Agentic AI systems drift in capability long before they fail outright. This post breaks down the mechanisms, the production signals, and the engineering practices that keep agents sharp.

September 3, 2026 · 9 min · 1841 words · martinuke0
Abstract network of interconnected nodes representing distributed systems patterns.

9 Distributed Systems Patterns You Should Know

A practical tour of nine distributed systems patterns that show up in real production stacks, from leader election to the Saga pattern, with concrete examples from Kafka, Postgres, and large web services.

September 3, 2026 · 9 min · 1784 words · martinuke0
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.

June 2, 2026 · 5 min · 1021 words · martinuke0
Diagram of a RAG pipeline with vector store and LLM.

Architecting Production-Ready Retrieval-Augmented Generation: Scaling Systems for Performance, Reliability, and Data Consistency

A deep dive into the architecture, patterns, and operational practices needed to run Retrieval‑Augmented Generation at scale.

June 1, 2026 · 8 min · 1534 words · martinuke0
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