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Writing

Notes on building and running infrastructure. Each piece describes a system I operate or a problem I solved. Technical deep dives are linked where the implementation detail warrants it.

Why I’m Getting the CKA

2026-04-10 · Kubernetes · CKA · DevOps

Why Kubernetes matters, why the CKA certification is worth pursuing, and what running a production K3s cluster with 14 services teaches you that tutorials cannot. A case for hands-on certification in the age of container orchestration.

ACE vs CAEC: Two Paths to Ontario High School Equivalency

2026-04-10 · Education · Ontario · Adult Learning

Comparing Ontario's two adult high school equivalency credentials: the free, course-based ACE Certificate at Fanshawe and the $100 test-based CAEC at TVO ILC. Why running both in parallel is the strongest strategy for adult learners building toward OSAP-funded post-secondary education.

Indexed Code Search for Gitea with MeiliSearch and MCP

2026-04-08 · Go · MeiliSearch · Kubernetes · MCP

Replacing sequential grep with sub-50ms indexed search across 38 Gitea repos. A Go indexer feeds MeiliSearch, exposed as an MCP tool for LLM agents. The effective searchable knowledge base grew from 4K lines to 993 documents while reducing always-loaded context by 18%.

Technical Writing

Implementation detail, reference material, and deep dives. These are longer and more specific than the posts above — written for someone who wants to understand or reproduce the system, or for an LLM agent retrieving context.

First deep dives coming soon.