Editorial Policy & Research Standards

1. Purpose and responsibility

This policy describes the editorial approach used for the personal portfolio of AR. Abhinav Ranjan and content associated with the Luminary Technicals ecosystem. The site documents personal projects, technology learning, research interests, and educational writing. It is not a journal, standards body, certification authority, or independent audit organisation.

2. Authorship and contributions

Pages should identify the author or responsible project where practical. Collaborative work should be described as collaborative when contributors are known. The presence of a project within the ecosystem does not mean every line of code or claim was produced by one person.

3. Sources and verification

• Prefer primary sources such as official documentation, issuer pages, dated records, research papers, release notes, and original test results for claims that can be independently checked.
• Distinguish firsthand recollection from independently verified fact. Attribute personal accounts when that distinction matters.
• Do not treat an award image, a personal archive entry, or an institutional name as sufficient proof of endorsement, partnership, certification, or externally verified achievement.
• Technical examples may be illustrative or experimental; do not imply every example has been independently audited or tested in every environment.
• Where a reliable source is unavailable, preserve uncertainty rather than inventing a source, number, result, or date.

4. Project status and performance claims

Projects should be labelled active, prototype, experimental, planned, inactive, or archived where status affects a visitor's understanding. Performance, cost, accuracy, reliability, and scale figures should include method, conditions, date, and evidence when available. AgroScan is described as inactive with a planned 2027 revival; cost and lifetime soil-testing claims are not independent certification of performance.

5. AI-assisted work

AI tools may be used for brainstorming, coding assistance, drafting, editing, translation, or organisation. AI output can be wrong. Material factual claims, source attributions, code, and structured data require human review appropriate to their importance. AI assistance is not independent verification.

6. Corrections and revisions

Readers may request a correction by sending the page URL, exact wording, explanation, and supporting evidence to legal@abhinavranjan.qzz.io. Review may result in an edit, clarification, status note, or removal. Significant updates should include a visible revision date where practical. No fixed response time is guaranteed.

7. Security research

Security content is intended for authorised, lawful research and defence. Do not test systems without permission or include unnecessary personal data in reports. Send a concise report and safe reproduction steps to help@abhinavranjan.qzz.io. No response deadline or bounty is promised unless separately published.

8. Independence and conflicts

References to companies, schools, government bodies, events, and platforms are for context unless an explicit source establishes a relationship. Sponsorships, paid promotions, or material conflicts should be disclosed where they exist. This policy does not claim that all historical content has already been independently verified.

9. Related policies

See the Trust & Transparency page, Disclaimer, Privacy Policy, and Terms & Conditions.