Skip to main content
N
NUKTAAI
Integrity & Standards

Editorial Policy & AI Ethics

NUKTA AI exists to build long-term reader trust. We adhere to rigorous standards regarding sourcing, verification, and the ethical use of artificial intelligence in journalism.

1. Primary Sourcing & Verification

Whenever reporting on benchmark results, model capabilities, or algorithmic breakthroughs, our analysts go directly to primary documentation: peer-reviewed papers, arXiv pre-prints, verified source repositories (such as GitHub), and official technical reports.

We do not rely on second-hand social media rumors, speculative tweets, or anonymous leaks without independent corroboration. Every article displays transparent citations under our Primary Sources block.

2. How NUKTA AI Uses Artificial Intelligence

As a technology publication, we utilize artificial intelligence as an investigative and synthesis tool, not as an autonomous publisher.

  • AI is used for: assisting with transcription, querying dense pre-prints, extracting code snippets, formatting data tables, and generating preliminary cross-references.
  • AI is NOT allowed to: publish content autonomously, invent quotes or statistics, create fake authority, or bypass human editorial review.
  • Human Editorial Responsibility: Every published sentence, technical takeaway, and analysis piece is reviewed, verified, and authored under the oversight of named editors.

3. Clear Delineation: Reporting vs Analysis

We strictly separate objective, verifiable factual reporting from our editorial perspectives.

In our stories, factual developments are documented in the main narrative, while our institutional perspective is explicitly segregated in the callout box labeled "What It Means: NUKTA AI Analysis".

4. Corrections & Accountability

Accuracy is paramount. When we make a factual mistake—whether in a parameter figure, benchmark metric, or company fact—we promptly issue a correction.

Readers and subject matter experts are invited to submit corrections through our dedicated Corrections Desk.

5. Advertising, Sponsorships & Affiliate Links

NUKTA AI may generate revenue through display advertising (e.g. Google AdSense), newsletter sponsorships, or affiliate partnerships. All advertisements are clearly marked with an "ADVERTISEMENT" label.

Commercial relationships never influence our technical reviews, editorial evaluations, or benchmark rankings.