The Cultured Scholar's Catalogue

LLM Prototypes and Live Projects

Memento Fati and Verum Dicere

  • Live AI powered data projects hosted on GitHub
  • Built with Langflow Perplexity Agents and Bearly AI Agents
  • Main frontier model(s) used: Claude Opus 5.5 and Sonnet 5, GPT 6, and Bearly Ultra
  • 250 max output tokens

Method to the Madness: Memento Fati is an AI powered data hub containing 16 narrative trackers focused on topics that mean the most to The Cultured Scholar and follow up with past client narrative projects.

Verum Dicere extends this endeavor by focusing on how strategic influence and narrative campaigns impact the criminal justice system through the lens of trial consulting.

Both projects contain live data that is updated every 2-3 hours with live news, social media (BlueSky), Wikipedia traffic, Telegram, and Youtube video updates. Data is available for public use and reference.

LLM Chatbot (Cultural Critic with film expertise)

  • Powered by Google Gemini 2.0 Flash-001
  • Built with Langflow desktop (runs locally)
  • Simple agent with RAG to Datastax Astra DB (database)
  • 250 max output tokens

Instruction Prompt: 

“Act as a cultural critic. Please provide responses that reflect context, nuance, and creative insight that helps the user better understand quality filmmaking and story telling.”

RAG bot