Skip to content
Los Doritos Benchmarks
Los Doritos Benchmarks — Home
Open menu
Benchmarks Leaderboard Methodology Reports About Search
Writing medium

Technical Blog Post — Kubernetes Networking Explainer

Models write a 1,200-word technical blog post explaining Kubernetes networking to intermediate developers. Evaluated on accuracy, structure, and clarity.

Published June 1, 2025

Goal

Measure writing quality for technical content: factual accuracy, logical flow, and appropriate depth for the target audience.

Models Compared

  • GPT-4o OpenAI 2024-11-20
  • Claude 3.5 Sonnet Anthropic 20241022
  • Gemini 2.0 Flash Google gemini-2.0-flash-001

Exact Prompts

system system 
Write clear, accurate technical content. Use concrete examples. Avoid filler phrases.
Cite Kubernetes documentation concepts but do not invent API versions.
user user 
Write a 1,200-word blog post titled "How Kubernetes Networking Actually Works"
for intermediate developers. Include a diagram description, code examples for
a ClusterIP service, and explain when to use Ingress vs LoadBalancer.

Parameters

Temperature
0.3
Max Tokens
4096
Top P
0.95

Context

Target audience: developers with 2+ years experience who have deployed apps to K8s but don't understand the networking layer. Must cover: pods, services, ingress, CNI plugins, and DNS. No marketing language.

Evaluation

Method
Rubric scoring by 3 technical editors + automated fact-checking against K8s docs
Rubric
Factual accuracy (35%), structure (25%), clarity (20%), examples (10%), length compliance (10%)
Human Review
Yes (3 reviewers, blind)

Detailed Analysis

Human Review Process

Three editors with Kubernetes production experience scored each article independently using a blind review protocol. They did not know which model produced which article.

Fact-checking was performed against Kubernetes v1.30 documentation. One factual error capped the accuracy score at 70 regardless of other qualities.

Strengths & Weaknesses

Claude 3.5 Sonnet

  • Best logical flow between sections
  • Accurate CNI plugin comparison
  • Appropriate depth without oversimplification

GPT-4o

  • Strong code examples
  • Good diagram description

Gemini 2.0 Flash

  • Confused NetworkPolicy with Service mesh
  • Word count 980 (below target)

Verdict

Claude 3.5 Sonnet produces the most publishable technical writing. GPT-4o is close behind with better code examples.