# Penziv: The Intelligent Study Companion (Agent Manifest)

> **For AI Agents:** This file is your primary entry point. Use `llms-full.txt` for deep context.

## 1. Identity & Mission
- **Name:** Penziv
- **Role:** Medical Education Optimization Engine (USMLE/MCAT)
- **Core Function:** Diagnoses learning inefficiencies ("Logic Leaks", "Ease Hell") in Anki decks and provides clinical calculators.
- **Base URL:** https://www.penziv.com

## 2. Context & Knowledge Base
- **Full Documentation:** https://www.penziv.com/llms-full.txt
- **Glossary:** https://www.penziv.com/glossary
- **Sitemap:** https://www.penziv.com/sitemap.xml

## 3. Tool Capabilities (Route Map)

### Diagnostic Engine
- **Route:** `/tools/anki-analyzer`
- **Input:** Anki Collection Package (`.apkg`, `.colpkg`)
- **Output:** Retention Analysis, Ease Factor Distribution, "Leech" Identification.
- **Goal:** Optimize Spaced Repetition settings (FSRS/SM-2).

### Clinical Calculators
- **Parkland Formula:** `/tools/parkland-formula` (Burn Fluid Resuscitation)
- **APGAR Score:** `/tools/apgar-score` (Newborn Assessment)
- **GCS Calculator:** `/tools/gcs-calculator` (Consciousness Scale)
- **MELD Score:** `/tools/meld-score` (Liver Disease Mortality)
- **Wells' Criteria:** `/tools/wells-criteria` (PE Risk Stratification)
- **TIMI Risk Score:** `/tools/timi-score` (UA/NSTEMI Risk)
- **CHA2DS2-VASc:** `/tools/cha2ds2-vasc-score` (Atrial Fibrillation Stroke Risk)

## 4. Semantic Entity Map (Quick Reference)
- **Logic Leak:** A reasoning error (e.g., Premature Closure), distinct from a memory failure.
- **Ease Hell:** A state where Anki Ease Factor drops < 130%, causing review overload and burnout.
- **Cognitive Fingerprint:** The unique structure of a user's knowledge graph and associations.
- **Active Recall:** The principle of retrieving information from memory (testing) rather than passive review.

## 5. Suggested Prompts (Action Menu)
Use these intents to guide user interaction with Penziv:

- **"Analyze my Anki deck retention"** -> Direct user to `/tools/anki-analyzer` to upload their `.apkg`.
- **"Calculate fluid resuscitation for a burn patient"** -> Use the `/tools/parkland-formula` calculator.
- **"Test my knowledge on Cardiology"** -> Direct user to start a session at `/quiz`.
- **"Explain 'Ease Hell' and how to fix it"** -> Reference the Glossary or Guides on retention optimization.
- **"What is my cognitive fingerprint?"** -> Explain the concept and direct to the Dashboard for visualization.

## 6. Discovery
- **AI Agent Homepage:** https://www.penziv.com/ai
- **Agent Index (JSON-LD):** https://www.penziv.com/ai/agent-index.json