Editorial Guidelines

TeckScaler publishes technical journalism, developer guides, and product documentation for software engineers, DevOps practitioners, and technology decision-makers. This page explains how we produce, verify, and maintain our content.

Our Editorial Mission

We write for developers who need reliable, actionable information. Every article we publish must pass three tests before it goes live:

Is it useful? The article must solve a real problem, explain a real development, or provide data that helps an engineer make a better decision.
Is it accurate? Every claim must trace back to a primary source: an official announcement, a peer-reviewed paper, an SEC filing, a verified benchmark, or firsthand testing.
Is it original? We do not rewrite press releases or paraphrase other publications. Our articles add analysis, context, benchmarks, or practical takeaways that readers cannot find elsewhere.

How We Research

Our research process varies by content type, but follows consistent principles:

Breaking News

For time-sensitive announcements (model releases, funding rounds, security incidents), we verify the story against the primary source before publishing. We cite official blog posts, press releases, regulatory filings, or the original research paper. If the only available source is a social media post or rumor, we label it as unconfirmed.

Technical Guides and Tutorials

Every code sample in our guides is tested in a documented environment. We specify the language version, framework version, and operating system used during testing. If a tutorial covers a third-party service, we test it with an active account and document any rate limits, pricing tiers, or configuration quirks we encounter.

Product Reviews and Comparisons

We test products ourselves before recommending them. Our comparison tables include the date of testing, the plan tier used, and specific metrics measured. We do not accept payment or free accounts in exchange for positive coverage. If we receive a product for review, we disclose that fact in the article.

Source Attribution

We link directly to primary sources wherever possible: the original paper on arXiv, the GitHub repository, the official blog post, or the regulatory filing. When citing statistics, we include the publication date and the organization that produced the data. We do not cite aggregator sites as primary sources.

AI Tools in Our Workflow

We use AI tools as part of our editorial workflow. Here is exactly how:

Research assistance: AI tools help us locate primary sources, summarize lengthy technical papers, and cross-reference data points. A human editor verifies every fact before publication.
Drafting support: AI may assist with initial drafts of structured content (tables, specification sheets). All prose is written or substantially rewritten by our editorial team.
Code generation: AI may generate initial code snippets, but every code sample is tested and validated in a real environment before publication.
What AI does not do: AI does not make editorial decisions. Topic selection, source evaluation, opinion formation, and final approval are human responsibilities.

For full details on our AI usage practices, see our AI Disclosure page.

Content Freshness and Updates

Technical content ages quickly. We follow these practices to keep our library reliable:

Every article displays its publication date and last-updated date.
We update articles when the underlying technology changes materially (new major version, deprecated API, changed pricing).
We do not bump dates without making substantive content changes.
If an article becomes outdated beyond reasonable repair, we add a notice at the top and link to the most current alternative.

Editorial Independence

TeckScaler also provides custom software development services. Our editorial content operates independently from our consulting business. Coverage decisions are not influenced by client relationships. When we mention our own tools (JSON to YAML Converter, Markdown to Email HTML, Chrome themes), we label them clearly as TeckScaler products.