Evidence first. Tradeoffs included.
How HFAPI distinguishes sourced facts, proposed designs, illustrative examples, and the limits of a guide.
Our scope
HFAPI covers API engineering, Hugging Face integration, model evaluation, LLM inference performance, and trading-system research. Articles are educational. They do not substitute for a deployment review, security assessment, professional legal advice, or investment advice.
The publishing byline is HFAPI Editorial. It identifies the source of site content, not a personal credential, certification, institutional affiliation, or endorsement by a company mentioned in an article.
Prefer primary references
For product behavior, we use the relevant official documentation. For a protocol, we point readers toward the applicable standards material. For a regulatory example, we identify the scope of the cited agency or organization instead of treating it as a universal rule for every reader.
References support the nearby factual discussion. They do not imply that the referenced organization approved the entire article or endorses this website. A source may change after a guide is reviewed, so verify operational requirements against current documentation before deployment.
Keep recommendations recognizable
A proposed architecture, checklist, or experiment is presented as a method to assess. It is not a measured result unless actual measurements and their conditions are supplied. A local code example shows an interface pattern; it does not establish hosted availability, account authorization, production reliability, or regulatory compliance.
Performance discussion keeps the task, quality requirement, measurement boundary, workload, sample, and failures in view. We do not invent benchmark results, search-volume figures, provider rankings, testimonials, credentials, or partnerships.
Make the reader's next check clear
A guide should identify what still depends on the reader's environment: provider support, model revision, license, data handling, traffic, cost assumptions, or downstream authority. Missing information should remain visible rather than be replaced by an attractive but unsupported promise.
Model output is treated as untrusted until reviewed against the task. Trading-related research remains separate from permission to execute or control funds. See the security guide and risk disclosure for those boundaries.
Dates and review
Each article displays its publication date and a separate review date. A review date identifies the editorial review of that article; it does not imply that every possible external service behavior was tested, nor that a provider's terms will remain unchanged.
The site’s resources are intended to be revisited when a relevant model, dependency, provider route, or application requirement changes. Claims about an experiment should remain attached to the conditions in which it was conducted.
Corrections
Send a correction to [email protected] with the page URL, the passage at issue, the proposed change, and a primary reference where available. Report broken links with the page and link text. Avoid sending secrets or private documents.
A correction should improve accuracy and clarity without erasing a material limitation. Read the contact page for the appropriate scope of an inquiry. Provider account support belongs with the provider, not with this independent publication.