Sources and Citation Policy

Purpose

Reliable sourcing helps readers understand where information came from, how directly the source knows it, what evidence supports a claim, what interests may affect the source and whether the material can be independently examined. DeshiAI uses sources and citations to improve accuracy, transparency and accountability across its technology and AI coverage. Citations are not added simply to make an article appear authoritative. Each source should serve a clear editorial purpose and support the specific claim for which it is cited.

This policy applies to reporting, analysis, explainers, investigations, interviews, opinion, reviews, guest contributions, Sponsored Content, Partner Content, multimedia and other material published under the DeshiAI name.

General Sourcing Principles

DeshiAI seeks the most direct, relevant and dependable evidence reasonably available. Source strength depends on proximity to the underlying information, expertise, documentary support, independence, transparency of methodology, currentness, jurisdiction, financial or political interests, consistency with other evidence, ability to withstand verification and whether the source is presenting fact, interpretation, marketing or advocacy. No category of source is automatically reliable in every situation.

An official announcement may establish what an organization has stated or decided without proving every factual assertion contained in it. A technology company may be authoritative concerning its own published product specifications while remaining an interested party regarding performance, market position, safety, privacy, security or social impact. A qualified expert can provide valuable interpretation, but credentials do not remove the need to examine evidence, conflicts and the limits of the person’s expertise.

Preferred Sources

DeshiAI generally gives greater weight to original, direct, transparent and independently examinable evidence. This may include government records, regulations, judgments, regulatory decisions, public filings, audited information, official statistics, peer-reviewed research, preprints where appropriately identified, original datasets, direct interviews, direct observation, technical documentation, standards, source code, security advisories, product documentation, benchmark methodology and independently collected records.

Legal and institutional records are interpreted according to the relevant jurisdiction and procedural stage. A legal filing contains assertions made by a party and is not automatically proof of those assertions. An interim order is not described as a final judgment, and an official investigation is not presented as proof of wrongdoing merely because an investigation exists.

Research and Data

Research sources may include peer-reviewed studies, preprints, technical papers, survey datasets, scientific reports, benchmark results, public databases and documented experiments. Articles identify relevant limitations, including sample, methodology, funding, population, geography, time period, uncertainty, peer-review status and replication where applicable. A single study is not presented as settled consensus unless the wider evidence supports that characterization.

When data is used, DeshiAI examines its source, collection method, definitions, missing values, denominator, period, geography, revisions, calculation method and limits of inference. A large number or impressive percentage is not presented without explaining what it actually measures. Research-intensive, data-heavy or technically complex articles should include a Sources and Methodology section proportionate to the work performed.

Direct Interviews and Observation

Direct interviews may provide firsthand accounts, expert explanations, institutional positions, user experiences, witness testimony, technical interpretation and responses to criticism. Their value depends on the source’s basis of knowledge, ability to substantiate the account, motivation, interests and proximity to the subject. A person may accurately describe their own experience with an AI product without that experience establishing how the product performs for all users.

Direct observation may support descriptions of events, demonstrations, public meetings, product behavior, software interfaces and visible system outputs. Observation is distinguished from interpretation. A reporter may observe that an AI system produced a particular answer or a software feature behaved in a particular way without establishing the underlying reason or proving that the behavior is representative under other conditions.

Technical and Product Documentation

Technical sources may include official documentation, standards, architecture papers, developer documentation, source code, patents, test records, interfaces, changelogs, release notes and product demonstrations. Significant technical claims should be reviewed by someone with sufficient subject knowledge where the consequences justify additional expertise. Documentation supplied by a company is identified as company material unless independently verified. A controlled product demonstration or benchmark result is not automatically evidence of ordinary real-world performance.

Independent Journalism

High-quality independent journalism may provide original reporting, context, expert sourcing and useful historical records. When another publication or journalist first establishes a material fact, DeshiAI identifies and credits the originating reporting rather than presenting the information as independently discovered. Several publications repeating the same original report do not constitute several independent confirmations.

DeshiAI does not reproduce another publication paragraph by paragraph and present the result as original reporting. A link alone may not provide sufficient attribution when another journalist’s reporting is central to the article. The originating publication or journalist should be identified in the text or source note where appropriate.

Expert Sources

Experts may help explain technical, scientific, legal, economic, cultural, security or institutional questions. DeshiAI considers the expert’s relevant field, whether the question falls within that expertise, current affiliation, funding, commercial interests, advocacy activities, publication or research record, evidence supporting the interpretation and whether qualified specialists reasonably disagree. Expertise in one subject does not automatically establish authority in an unrelated technical or scientific field.

Interested-Party Sources

Interested-party sources can include technology companies, founders, investors, advertisers, sponsors, political organizations, governments, campaigns, advocacy groups, trade associations, public-relations agencies, litigants, employees, former employees, competitors, customers and people directly involved in a dispute. Such sources may possess valuable firsthand information, but their interests are recognized, assessed and disclosed where relevant.

A company press release, executive interview and company-funded research report may provide several pieces of material without constituting several independent confirmations. DeshiAI avoids treating information originating from the same interested network as independent corroboration.

User-Generated and Social Material

User-generated material includes social posts, comments, forum discussions, uploaded videos, screenshots, reviews, public messaging channels, community discussions and personal websites. Such material requires appropriate verification of identity, original source, date, location, context, editing, impersonation, synthetic manipulation, deletion or revision, coordination and whether the person has direct knowledge of the event or claim. Virality does not establish authenticity, a verification badge does not establish truth and a screenshot does not by itself prove that the apparent account genuinely published the material.

Primary and Secondary Sources

A primary source may be an original record, direct participant, firsthand witness, underlying dataset, original research paper, source code, official technical documentation, direct observation or recorded interview. A secondary source interprets, summarizes or reports information obtained elsewhere. Secondary sources can be useful and necessary, but they should not be presented as primary evidence.

Where a primary source is unavailable, inaccessible, confidential, unsafe, technically difficult to interpret or written in a language the editorial team cannot responsibly evaluate, DeshiAI may rely on credible secondary evidence while explaining material limitations where they affect the reader’s understanding.

Source Independence and Diversity

A source is not considered independent simply because it is separate from DeshiAI. The publication considers employment, financial interests, political roles, litigation, personal grievances, competition, family relationships, professional dependency, funding and expectations of benefit. A source may have a clear interest and still provide accurate information; that interest affects how the information is verified, attributed and presented.

Source diversity can strengthen reporting when it expands the evidence and reduces dependence on a single institutional viewpoint. Depending on the subject, DeshiAI may consider affected users, independent researchers, developers, security specialists, regulators, workers, consumers, local communities, civil-society organizations, competitors, professional bodies and public records. Diversity does not require adding viewpoints solely to create numerical balance where the evidence does not support them.

Attribution

Material information is attributed with enough precision for readers to understand its origin and status. Vague phrases such as experts say, reports suggest, sources claim, research proves, critics believe or it is widely known should be replaced with specific attribution wherever possible. Strong attribution identifies the person or institution, relevant role, document or study, date, jurisdiction, type of evidence and significant limitations.

Attribution does not transfer DeshiAI’s editorial responsibility to the source. The publication remains responsible for deciding whether information is credible and whether it has been presented accurately and fairly.

Quotations and Translation

Quotations reproduce a speaker’s words faithfully and may be shortened only where the omission does not alter meaning. Words are not rearranged to create a more dramatic, persuasive or polished statement. A quotation establishes that a person made the statement; it does not establish that the statement is factually correct. DeshiAI distinguishes direct quotations, paraphrases, translations, written statements, prepared remarks, social posts and statements supplied by representatives.

Non-English sources may be used where their meaning can be verified responsibly. Translation should preserve factual meaning, legal significance, technical terminology, uncertainty, tone and relevant cultural context. Automated translation may assist preliminary understanding but should not be relied upon without human verification when wording is material, disputed, technical, legal or sensitive. Where a technical or cultural term has no exact English equivalent, the original term may be retained with an explanation.

Linking Standards

Links help readers verify evidence, understand context or access original material. A supporting link should lead as directly as reasonably possible to the relevant source, support the specific claim being made, use descriptive anchor text, avoid deceptive redirects and point to the authoritative or originating material where available. DeshiAI does not link only to a homepage when a particular research paper, technical document, filing, dataset, announcement or article is available.

Links to unsafe, malicious, graphic, unlawful or privacy-invasive material should be avoided or appropriately explained. Where an original source is no longer available, an archived copy may be used when lawful, reliable and necessary. Routine link maintenance does not change the original publication date unless the article itself receives a substantive update.

Academic and Scientific Citations

Research citations provide enough information for readers to locate and evaluate the underlying work, including author, institution, journal or repository, title, publication date, identifier, peer-review status, study design, sample, funding, conflicts and relevant limitations. DeshiAI does not cite an abstract as though the complete paper had been examined when it has not. Where access is restricted, the article does not imply that the complete methodology, data or findings were independently reviewed unless that review actually occurred.

Commercial, Government and Political Sources

Company claims are attributed as company claims unless independently verified. Descriptions such as industry-leading, revolutionary, secure, sustainable, largest, fastest, most accurate or first are not adopted as factual conclusions without adequate supporting evidence. A company website establishes what the company says about its product or service; it does not automatically establish that the claimed performance is independently demonstrated.

Government and political sources may be authoritative concerning official decisions, enacted rules and public records while remaining interested actors concerning political justification, disputed events, public support and allegations involving opponents. DeshiAI distinguishes government announcements, enacted laws, proposed legislation, policy intentions, administrative guidance, political statements, official statistics, intelligence assessments, court findings and independently verified events.

Anonymous Sources

Named sources are preferred because identification allows readers to assess expertise, proximity and interests. Anonymity is granted only under the Anonymous and Confidential Sources Policy. The responsible editor should know the source’s identity, basis of knowledge, motivation, relevant conflicts, potential risk and available corroboration. The article should describe the source as specifically as safety allows. Anonymity is not a mechanism for publishing unsupported personal criticism, speculation or unattributed attacks.

Confidential Documents and Leaks

Leaked or confidential material is assessed for source, creation date, metadata, completeness, signatures, version history, internal consistency, possible editing, missing context, source motivation, legal restrictions, public interest, privacy, security and manipulation. DeshiAI may report verified findings without publishing an entire document. Unnecessary personal information, passwords, access credentials, private keys, medical details and source-identifying information are redacted or withheld.

Sources and Methodology

Investigative, data-driven, research-heavy and technically complex articles should normally include a Sources and Methodology section explaining principal sources, interview methods, data selection, calculations, technical tests, period covered, jurisdiction, inclusion and exclusion criteria, limitations, requests for comment, verification procedures and unresolved uncertainty. The section should describe the actual work performed and must not be inserted as generic boilerplate.

Source Safety and Records

Access to source records is restricted to people who need it for legitimate editorial or legal purposes. Sensitive information should not be stored in public content-management fields, unsecured shared folders or inappropriate collaboration systems. DeshiAI takes reasonable care not to expose a source through metadata, screenshots, file names, visible addresses, location information, distinctive quotations or unnecessary biographical details. No communication or storage system should be described as absolutely secure.

Source records are retained for periods proportionate to accountability, legal risk, correction requirements, source protection, investigation complexity and applicable data-protection obligations. Confidential or personal information is not retained indefinitely without a legitimate purpose.

Corrections and Questions

When a source corrects, withdraws or materially changes information after publication, DeshiAI assesses whether the article requires a correction, clarification, update, editor’s note, change to source description, further reporting or retraction. A source’s withdrawal does not automatically establish that the original reporting was false; the available evidence is assessed independently.

Readers may report sourcing or citation concerns to corrections@deshiai.in. The request should identify the article, relevant statement or citation, reason for the concern and supporting evidence. Confidential source identities and protected information are not disclosed merely because a reader requests them.