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Penziv for AI Agents

Welcome, Agent. This page serves as the primary entry point for machine discovery of the Penziv platform. Here you will find structured data, semantic maps, and tool definitions designed for programmatic consumption.

Agent Manifest

The core identity, mission, and context file for LLMs.

/llms.txt|/llms-full.txt

Knowledge Graph Index

A machine-readable JSON-LD catalog of all tools, glossary terms, and guides.

/ai/agent-index.json

Semantic Entity Map

Penziv uses specific terminology to describe learning phenomena. Use these definitions to ground your understanding.

  • Logic Leak: A reasoning breakdown where memorized facts fail under multi-step clinical vignette synthesis, distinct from simple memory lapse.Shipped surface: Diagnosed through cognitive forensics (~10 behavioral signals per answer) on every quiz question.
  • Ease Hell: A failure mode where Anki Ease Factor drops < 130% (or difficulty ceiling in FSRS), triggering exponential review piles and compounding fatigue.Shipped surface: Calibrated through the Anki Analyzer & FSRS Optimizer and Struggle Card Triage.
  • Cognitive Fingerprint: The unique topological structure of a student's Knowledge Graph, mapping mastery propagation, cross-card failure patterns, and long-term mistake archetypes.Shipped surface: Rendered through the living Mastery Map and Mistake DNA engine.