The Lab
Active experiments, ongoing research, and prototype systems in various stages of development.
SL-001
MahaRERA Negotiation Agent
Two-agent Gemini pipeline (Legal Analyzer + Negotiation Strategist) that identifies MahaRERA violations in builder sale agreements and generates tier-escalated legal letters with full workflow tracing.
Progress
85%
SL-002
Job Application Pipeline
Four-agent system — Scout, Matcher, Tailor, Submitter — that automates the complete job application workflow from CV ingestion to ATS form submission via Playwright Stealth, with a human-in-the-loop approval gate.
Progress
90%
SL-003
Discord Job Scout Bot
Node.js Discord bot backed by a Python FastAPI service running a Google ADK orchestrator across 5 job board sub-agents — LinkedIn, SerpAPI, Adzuna, Jooble, Remotive — with link validation and session-based conversational search.
Progress
75%
SL-004
Local RAG System
Fully local, privacy-first RAG: Streamlit UI + OpenSearch hybrid search (BM25 + kNN with RRF fusion) + Ollama for generation. Markitdown document conversion, header-aware Markdown chunking, and a citation-enforcing prompt — no cloud API calls anywhere.
Progress
70%