roles:
- AI Research Intern @ USC IRT: SLM architecture & pre-training.
- LFX Mentee @ Hyperledger Cello: Building LLM agents for blockchain operations.
- Open Source Contributor @ Meshery: CNCF Sandbox Go/React developer.
research_focus:
- Small Language Models (SLM): Scaling behaviors, custom BPE, AMP mixed precision.
- Alignment & RL: GRPO/RLHF fine-tuning for neurosymbolic reasoning.
- Agentic Systems: Multi-agent coordination, Tool-use, FastMCP.
stack:
- Frameworks: PyTorch, LangGraph, FastAPI, TRL, Unsloth
- Systems: Go, ZMQ, HackRF One, GNU Radio, Docker
- Vectors/DB: ChromaDB, FAISS, Neo4j|
Pre-trained a GPT-style autoregressive transformer on TinyStories. Custom BPE tokenization, AMP mixed precision, gradient accumulation, cosine LR.
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5-agent autonomous pharmacy system (Ordering, Safety, Forecast, Procurement, UI) with semantic RAG via ChromaDB and Langfuse observability.
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Provider-agnostic MCP adapter bridging LLMs to live GNU Radio SDR flowgraphs. Natural-language control of HackRF/RTL-SDR hardware.
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Real-time RF spectrum analyzer with FFT-based spectral feature extraction. Lightweight ML classifier for passive transmitter detection (SIH 2025).
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Hyperledger Cello — Linux Foundation Building an AI agent that takes natural language input, reasons over sequence API calls, and executes them to manage Fabric networks.
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Meshery / Meshery — CNCF 5+ merged PRs. Contributing to service mesh management features, UI components, and API integrations.
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| 🌍 International Finalist | 🇮🇳 National Finalist × 2 | 🌐 Regional Qualifier |
|---|---|---|
| Hack for Impact 2026 | Smart India Hackathon | OpenAI × NxtWave |
| Top 6 Globally — UWA | 2024 & 2025 | Buildathon |
Exploring how language models learn, reason, and act.