Insights

Engineering judgment, not a stream of generic posts

Long-form notes on cloud, delivery, Kubernetes, AI and software architecture. Each article focuses on a decision, failure mode or review sequence that matters in production.

Published

Articles

Cloud

What We Check First in a Cloud Cost Review

The first questions in a useful cloud cost review are about attribution, architecture and risk — not a blanket rightsizing percentage.

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Protogenies Cloud Practice · 8 min read

DevOps

What We Check When a CI/CD Pipeline Becomes Slow

A slow pipeline is usually a queueing, dependency or test-architecture problem before it is a CI vendor problem. Here is the review sequence we use.

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Protogenies DevOps Practice · 9 min read

DevOps

When Kubernetes Is the Wrong Choice for a SaaS Team

Kubernetes is useful when its scheduling and platform capabilities solve a real constraint. For smaller SaaS teams, simpler managed runtimes are often the better engineering decision.

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Protogenies DevOps Practice · 9 min read

Cloud

Cloud Best Practices for Regulated Workloads

Engineering controls for regulated cloud workloads: landing zones, encryption, IAM, network isolation, and audit-ready logging.

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Protogenies Cloud Practice · 11 min read

DevOps

DevOps Trends Shaping Software Delivery in 2026

Platform engineering, GitOps, progressive delivery, supply chain security, and honest DORA measurement — what actually moves delivery forward.

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Protogenies DevOps Practice · 10 min read

AI Engineering

AI Engineering: Evaluation Before Production Deployment

Why LLM demos mislead, and how to build eval datasets, regression suites, guardrails, and observability before shipping AI features.

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Protogenies AI Practice · 12 min read

DevOps

What an Internal Developer Platform Should Actually Do

Golden paths, self-service environments and paved-road defaults — how to scope an internal developer platform without building a product nobody adopts.

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Protogenies DevOps Practice · 12 min read

Cloud

Cloud Cost Engineering: Making Spend an Engineering Signal

Tagging standards, allocation models and showback that let engineering teams see and own their cloud spend — without turning optimization into a one-off crisis.

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Protogenies Cloud Practice · 10 min read

Software Engineering

Full Stack Architecture Decisions That Age Well

Boundaries, data ownership, background work and observability — the small number of early decisions that determine how expensive a product is to change later.

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Protogenies Software Engineering Practice · 11 min read

DevOps

Kubernetes Multi-Tenancy Without a Surprise Blast Radius

Namespace isolation, quotas, network policy and node strategy — how to share a cluster between teams without one workload taking down the rest.

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Protogenies DevOps Practice · 10 min read

Artificial Intelligence

Retrieval Pipelines That Stay Accurate Over Time

Chunking, freshness, permissions and measurement — why most retrieval systems degrade after launch and what keeps them honest.

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Protogenies AI Practice · 10 min read

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