lifestyle
FutureYou AI: Long-Term Consequence Simulator
Explore short- and long-term outcomes before you commit to a decision.
decision-supportscenario-simulationreasoningStreamlit
By
Jaya Chandra Dadi
Semester
Spring 2026
Problem
People make important life and career decisions based mostly on short-term factors like salary or comfort. They struggle to clearly understand long-term consequences and hidden risks before choosing.
Solution
FutureYou AI is a lightweight decision-simulation assistant that helps users explore structured future outcomes before making a choice. Given a decision scenario, the system simulates short-term outcomes (1–2 years), projects long-term consequences (5–10 years), and identifies key risks and trade-offs — presenting clear, structured future paths for thoughtful decision-making.
User flow
- Enter a decision scenario in natural language
- System generates likely short-term outcomes (career growth, workload, income stability)
- System simulates long-term trajectory possibilities (career, financial, lifestyle)
- System identifies key risks and hidden trade-offs
- Output: structured future paths with summarized insight
LLM components
- Structured reasoning — over user-provided decision context
- Short-term vs long-term scenario generation
- Risk and trade-off analysis
- Narrative explanation — in clear, organized sections
Tools
- Frontend: Streamlit
- Backend: Python
- LLM: Llama 3 / Mistral / Gemma for reasoning
- Model integration: HuggingFace Transformers or Ollama