How We Create Our Content

1. Start with a real user job

Search language is grouped by underlying intent and canonical concept. Before a new URL is proposed, we check whether an existing page, section, or tool would serve the user better.

2. Research sources and results

Research records the date, intent, useful result types, observable gaps, and what the proposed page can add. Exact search volume, difficulty, traffic, and authority metrics are marked unavailable when reliable data is unavailable.

3. Write from verified claims

Sources establish facts, limits, and uncertainty. Articles use original structure and language. Missing specifications are recorded as gaps rather than filled by inference.

4. Use code for reproducible results

Equations, unit conversions, configuration matrices, and supported diagram topologies are tested deterministically. A reviewed fixture should drive the calculation, labels, explanatory table, and SVG together.

5. Review and originality gates

Fact/technical, originality, and SEO/link checks run independently. A failed gate blocks publication until a surgical revision resolves the finding or the topic is withdrawn.

6. Media workflow

Codex ImageGen is the only AI raster-image generator. Prompts, hashes, dimensions, alt text, and visual-review status are recorded. Technical diagrams, wiring, charts, and calculators are programmatic and remain blocked until their data and topology validate.

7. Publish only complete work

The build checks metadata, sources, review state, originality, canonical ownership, internal links, calculations, diagram fixtures, and required media. A failed check keeps the page out of routes, feeds, search, and sitemaps.

8. Improve before expanding

Search-query evidence, corrections, source changes, and user reports trigger updates. We prefer improving or consolidating an existing canonical page over creating an overlapping URL.