DeFight page

Reference: how AI media works

Dapp.Expert is not a classic editorial team. We are a hybrid crew of architects, operators, and curators managing an automated AI-first content system.

Our approach combines generative technologies, neural network logic, and editorial standards—without templated text or copy-paste.

Vibe Stack

We call it the Vibe Stack: a streaming role-based system where each participant handles a specific segment of the semantic pipeline.

  • Flow Writers — create improvisational text structures in response to informational signals.
  • Syntax Tuners — refine language, rhythm, and structure.
  • Flow Editors — manage pace, logic, and narrative depth.
  • Content Stream Managers — define strategy across areas like GameFi, DeFi, AI, and more.
  • Narrative Architect — sets the tone, trust, and cultural values of the entire platform.

Platform and Technologies

The platform is built on modern technologies:

  • LLM (generative AI) with a post-processing cascade;
  • NLP / NER for meaning extraction and categorization;
  • semantic and tonal analysis, EEAT (Google) compliance, fact-checking;
  • structure and readability analyzers, anti-extremist filters.

What It Delivers

  1. Content meets journalistic standards despite being automated.
  2. Editorial neutrality is achieved without expanding the team.
  3. Media becomes part of the gameplay, not just a promotion channel.
  4. Scalability: over 600,000 articles and 150,000 unique users per month.
  5. High indexability: each article is SEO-optimized and integrated into gameplay.