An explainable AI system that fixes the broken employment pipeline for persons with disabilities.
India has 40–90 million persons with disabilities, yet less than 15% are formally employed.
After training programs:
- NGOs mark candidates as “placed”
- Employers often have no record
- Candidates are still unemployed
The system lacks:
- accountability
- intelligence
- follow-up
SamaarthyaSetu is an AI agent that actively navigates and fixes this pipeline.
It:
- Matches candidates to jobs
- Finds eligible government schemes
- Resolves placement conflicts
- Schedules interviews
- Updates dashboards
This is not a chatbot. This is a decision-making AI agent with actions and reasoning.
App: https://kalimx03-samaarthyasetu.hf.space
API Docs: https://kalimx03-samaarthyasetu.hf.space/docs
GitHub: https://github.com/kalimx03/samaarthyasetu
Matches candidate to job using:
- skills
- accessibility fit
- language
- Finds eligible government schemes
- Generates checklist
- Prioritises benefits
- Detects NGO vs employer mismatch
- Resolves conflict
- Schedules interview
- Updates dashboard
Every decision is visible:
🚀 ACTION: get_candidate 📊 ENV: Candidate retrieved
🚀 ACTION: check_scheme_eligibility 📊 ENV: 9 schemes eligible
🚀 ACTION: generate_checklist 📊 ENV: Checklist generated
Rules → Deterministic baseline (no API needed) Hybrid → Rules + AI fallback LLM → Fully AI-driven (Groq powered)
Agent → Environment → Actions → Reward → State → Agent
Task 1: 0.97 Task 2: 1.00 Task 3: 1.00
Average: 0.99
Frontend: Gradio Backend: FastAPI AI: Groq LLM (LLaMA 3) ML: PyTorch Validation: Pydantic Testing: Pytest
git clone https://github.com/kalimx03/samaarthyasetu cd samaarthyasetu pip install -r requirements.txt
Run baseline: python inference.py --mode rules
Run AI agent: export GROQ_API_KEY=your_key python inference.py --mode llm --task task_001
Aligned with:
SDG 8 — Decent Work SDG 10 — Reduced Inequalities SDG 11 — Sustainable Cities
- Deterministic environment
- Fully reproducible
- Typed models
- Modular architecture
- API + UI + CLI
Most AI projects generate answers. SamaarthyaSetu takes actions.
Meta × Scaler OpenEnv Hackathon 2026
No trained differently-abled person should be left invisible in the system.
Live App: https://kalimx03-samaarthyasetu.hf.space
API Docs: https://kalimx03-samaarthyasetu.hf.space/docs
GitHub: https://github.com/kalimx03/samaarthyasetu