Diff-GO — Diffusion Goal-Oriented Communications
A noise-optimized diffusion framework with Noise-Restricted Forward Diffusion (NR-FD) process for ultra-high bandwidth efficiency semantic communication.
Diff-GO+ — Enhanced Generative Feedback Framework
Improved semantic image generation quality through local generative feedback (LGF) with dictionary learning for effective noise codebook design.
LaMI-GO — Latent Mixture Integration Framework
Task-driven latent integration using VQ-Diffusion models and VQGAN for ultra-high bandwidth efficiency while maintaining semantic fidelity.
TACO — Task Adaptation and Context Embedding
Vector Quantized VAE for task-driven semantic quantization and imitation learning, improving autonomous driving applications.
Ignition — High-Performance Transformer Training with CUDA
From-scratch transformer training pipeline with custom CUDA kernels, mixed-precision training, gradient accumulation, and distributed data parallelism with integrated profiling and benchmarking.
Compass — RLHF and DPO Alignment Toolkit
End-to-end alignment toolkit covering the full pipeline from reinforcement learning fundamentals through reward model training, RLHF, and Direct Preference Optimization, with LLM-as-judge evaluation.
Prism — Systematic LoRA/QLoRA Fine-Tuning Framework
Structured framework for parameter-efficient fine-tuning experiments using LoRA and QLoRA, providing reproducible ablation analysis across rank, alpha, quantization, and learning rate configurations.
Turbine — LLM Inference Optimization and Serving Benchmarks
Comprehensive benchmark suite comparing LLM inference performance across five serving frameworks with structured experiments covering quantization, multi-GPU scaling, speculative decoding, and prefix caching.
Nexus — Production RAG Engine with Multi-Strategy Retrieval
Production-grade Retrieval-Augmented Generation engine supporting dense, sparse, and hybrid retrieval strategies across multiple vector database backends with cross-encoder reranking and automated RAGAS evaluation.
Aperture — Mechanistic Interpretability for Language Models
Mechanistic interpretability research platform implementing induction head detection, activation patching, concept probing, and sparse autoencoders with custom CUDA kernels and JAX implementations.
Synapse — Multi-Agent Research System Across Frameworks
Multi-agent system implementing research workflows across LangGraph, CrewAI, and MCP frameworks with LangSmith observability, cross-framework evaluation, and comparative analysis of agent architectures.
Verdict — Pluggable LLM Evaluation with CI/CD Integration
Pluggable evaluation framework for large language models supporting custom evaluators, benchmark suites, result storage, and CI/CD integration with automated regression detection.
Orbit — End-to-End ML Platform Infrastructure as Code
ML platform infrastructure implementing multi-cloud IaC with Terraform, Kubernetes orchestration for model serving, Helm charts for versioned deployments, and CI/CD pipelines with GitHub Actions.
Digital Telco Enabler (ADL-DTE) — API Catalog for Telecom Enterprises
Led the API Catalog feature design and implementation, improving development efficiency with scalable backend and frontend solutions for telecom enterprises.
CutAndDry Payment System — eCommerce Payment & Logistics Platform
Robust payment system and reporting tools for a universal eCommerce and logistics platform in the food industry.