Disclaimer

Disclaimer

Cyberpedia is an AI-powered due diligence search engine and analytics application. Cyberpedia aggregates tailored insight & run a deep search from the cyber ecosystem to combat misinformation & disinformation. Users can validate & debunk erroneous data to shape the internet narrative. The goal is to combat misinformation & disinformation by validating facts and debunking erroneous data, helping to shape a more accurate and responsible internet narrative.

Technology & intended use

It uses large language models, retrieval-augmented generation, embeddings, indexing, ranking algorithms, and automated source aggregation to surface tailored insights from publicly available and indexed material across the cyber ecosystem. Its intended function is to assist users in due diligence, background checks, claim analysis, signal detection, corroboration, contradiction mapping, and review of potentially inaccurate, incomplete, or misleading data.

Output limitations

Cyberpedia does not support misinformation & disinformation or authoritative system of record. Outputs are produced by probabilistic models, retrieval pipelines, scrapers, crawlers, APIs, caches, and ranking layers. Those components can return incomplete corpora, stale indexes, low-precision matches, hallucinated statements, misattributed quotes, source-context loss, or overconfident summaries. A retrieved hit is not proof. A null result is not falsification.

Model & inference limitations

Model outputs may be affected by training-data cutoff, corpus coverage gaps, embedding similarity errors, prompt sensitivity, tokenization artifacts, duplicate clustering, source weighting, and model drift. Automated “validation,” “debunking,” narrative-mapping, or confidence language describes computational inference, not certified verification.

User verification responsibilities

Users must independently verify provenance, timestamps, original source documents, metadata, chain of custody, and primary evidence. Cyberpedia is a decision-support and research toolchain search engine that supports human analyst review, legal counsel, threat-intelligence tradecraft, forensic examination, OSINT methodology, or formal fact-checking protocols with available data on the Cyber ecosystem.

Third-party sources & liability

Third-party websites, social platforms, logs, repositories, feeds, and documents surfaced by the system remain outside Cyberpedia's control. Citations, URLs, handles, hashes, IOCs, or entity matches do not constitute completeness guarantees. To the fullest extent permitted by applicable law, Cyberpedia and its operators disclaim liability for errors, omissions, latency, downtime, false positives, false negatives, data-integrity failures, or decisions made from system outputs. Use of the platform constitutes acceptance of these technical and operational limitations.