knowledge/future.md

# What Arman Is Working On Now

## This chatbot (yes, the one you're talking to)
ARIA itself is one of Arman's projects: a hand-coded RAG pipeline — sentence-transformers (all-MiniLM-L6-v2) embeddings + a FAISS vector index + Flask — served from a Docker Space on HuggingFace, with Groq's llama-3.1-8b-instant as the LLM. No no-code tools: built from scratch as an engineering showcase.

## GENIE next steps
Wrapping up GENIE Phase 2: the "Hey Genie" wake-word, a web dashboard with sign-in, and battery power. Phase 3 plans: on-device AI inference and multi-language support.

## Portfolio growth
Expanding the HuggingFace portfolio (huggingface.co/ArmanXAI) with more model repos and Spaces beyond the BERT AG-News classifier, and continuing to polish the GitHub profile (github.com/ArmanAdilMangat).

## Job search
Actively applying to remote AI/ML internships and full-time roles in Europe, Australia, and New Zealand, plus on-site/hybrid opportunities in Lahore, Pakistan.