# Antigravity Tutor

> A personalized, autonomous learning agent that builds a curriculum based on the 'Unknown Unknowns' in a user's reading history.

*Prompt · December 31, 2025*

# Prompt: "Antigravity" Knowledge Gap Filler

**Goal:** A personalized, autonomous learning agent that builds a curriculum based on the 'Unknown Unknowns' in a user's reading history.

**Prompt:**

> "Design a background agent tailored for the 'Google Antigravity' ecosystem.
> ****The Problem**:You read tech articles, but often skip over jargon. Over time, this creates a 'swiss cheese' knowledge base where you lack foundational concepts.
> ****1. Input Source:**
>
> - The agent accepts a list of URLs or text dumps (e.g., from a 'Read Later' app export).
> - It also maintains a `user_profile.json`: `{'known_topics': ['Python', 'Basic SQL'], 'reading_level': 'Intermediate'}`.
> ****2. The Gap Analysis Engine:**
>
> - **Gemini 3 Task:** Scan the articles. Cross-reference mentioned concepts against the `user_profile`.
> - Identify 'Gaps': Terms critical to the article's meaning that are likely outside the user's profile.
> - *Filter:* Ignore trivial terms. Focus on high-value concepts (e.g., 'CRDTs', 'Paxos', 'Zero-Knowledge Proofs').
> ****3. The Curriculum Builder (Spaced Repetition):**
>
> - For each gap, generate a 'Micro-Lesson' card.
> - **Format:**
>   - **The Hook:** An analogy (e.g., 'Paxos is like a group of friends trying to agree on a pizza topping...').
>   - **The Visual:** Generate a Mermaid.js flowchart syntax explaining the concept.
>   - **The Code:** A tiny, pseudo-code implementation.
> - **Schedule:** Implement a basic SM-2 (SuperMemo-2) algorithm to schedule *when* this lesson should be emailed to the user (Next review: 1 day, 3 days, 7 days).
> ****4. Delivery Mechanism:**
>
> - Generate a responsive HTML email template containing the day's lessons.
> ****Deliverables:**
>
> - `gap_detector.py`: The analysis logic.
> - `scheduler.py`: The spaced repetition logic / database (SQLite).
> - `teacher.py`: The content generation prompt."

[Open on the site →](https://www.agenticamit.com/prompt/antigravity-tutor)