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ManasVardhan/README.md

Manas Vardhan

AI Researcher & Engineer

Building intelligent systems at the intersection of machine learning research and production engineering.

Website LinkedIn Twitter Email HuggingFace Contributor LlamaIndex Contributor Streamlit Contributor

Now

  • 🏗️ Building Friday Inc - AI infrastructure and tooling
  • 🎓 M.S. Computer Science @ USC (2025-2026)
  • 🔬 Researcher @ USC Computational Physics Group - 3D generation & physical system modeling
  • 📝 Contributing to HuggingFace Transformers, LlamaIndex, Streamlit, scikit-learn, and PyTorch

Research

Paper Area Status
Multi-View Latent Fusion on Frozen Backbones 3D Reconstruction 📄 2025
Latent-Space Temporal Stabilizers Autoregressive Generation 🔬 In Progress
Adaptive Test-Time Compute Allocation Inference Efficiency 🔬 In Progress
Prompt Sensitivity Landscapes LLM Robustness 🔬 In Progress
Tool Use Reliability in LLM Agents Agent Systems 🔬 In Progress
Agent Memory Architectures Agent Systems 🔬 In Progress
Efficient Reasoning Distillation Knowledge Distillation 🔬 In Progress

Previously

  • SDE, ML/Data Science @ JPMorgan Chase (2023-2025)
  • B.Tech CS + Business Systems @ VIT (2019-2023) - Thesis on diffusion models & image synthesis
Los Angeles, CA · building things that think

Pinned Loading

  1. bench-my-llm bench-my-llm Public

    🏎️ Dead-simple LLM benchmarking CLI - latency, cost, and quality metrics

    Python 1 1

  2. llm-cost-guardian llm-cost-guardian Public

    💰 Real-time cost monitoring and budget enforcement for LLM API calls

    Python

  3. llm-shelter llm-shelter Public

    🛡️ Safety guardrails for LLM applications - PII, injection, toxicity

    Python

  4. mcp-forge mcp-forge Public

    🔨 Scaffold, test, and publish MCP servers in seconds

    Python

  5. promptdiff promptdiff Public

    📊 Git-style diff and version control for LLM prompts

    Python 1

  6. agent-replay agent-replay Public

    🔄 Record, replay, and debug AI agent execution traces

    Python