Innerscape

Inspiration

Journaling has always helped me process tough emotions, but sometimes, writing isn’t enough—I wanted my journal to respond, reflect, and gently push me to understand myself better. That’s what sparked Innerscape: a space where AI doesn’t just analyze your words, but listens like a perceptive, compassionate friend. Built solo, it’s my answer to the question: what if self-reflection didn’t feel so alone?

What it does

Innerscape is an emotional wellness journaling companion that helps you reflect, visualize, and grow:

Accepts both text and audio journal entries
Transcribes audio into text (via AssemblyAI)
Generates a mindmap of thoughts and emotions
Summarizes your reflections in a warm, empathetic tone
Offers gentle follow-up prompts to go deeper
Recommends personalized wellness strategies
Includes a chatbot companion that knows your journal and talks with empathy, curiosity, and humor

How I built it

This was a full-stack solo build:

Frontend: Streamlit, custom-styled with animated cards and responsive layout
Backend: FastAPI with modular endpoints
LLM Agents: Built with DSPy and powered by Google Gemini for structured extraction and conversation
Transcription: AssemblyAI API
Visualization: Recursive mindmaps rendered using Graphviz
Companion Chat: A streaming chatbot powered by Gemini that understands journal context and responds in a humanlike way

Challenges I ran into

Creating prompts that feel empathetic, not robotic
Getting Gemini to maintain conversational memory without hallucinating
Managing backend orchestration for agentic flows
Making the UI feel gentle and non-clinical, especially around sensitive topics
Doing it all solo, from design to deployment.

Accomplishments that I'm proud of

Building a fully functional, multi-agent journaling platform in just a few days
Designing a chatbot that actually feels emotionally aware
Visualizing thought structure in an intuitive, non-overwhelming way
Creating something I would genuinely use myself—and that others said helped them feel “heard”

What I learned

Prompting for empathy is an art, not just a science
You can create meaningful, emotional tools with just one person and the right stack
Users want gentleness and trust, not just “AI features”
Building for wellness means constantly checking in with your own mental state too