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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.

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Now

  • πŸ—οΈ Building Friday Inc - AI infrastructure and tooling
  • πŸŽ“ M.S. Computer Science @ USC (2025-2026)
  • πŸ”¬ Researcher @ USC Computational Physics Group - 3D generation & physical system modeling

Open Source Contributions

PyTorch
PyTorch
HuggingFace
Transformers
EleutherAI
lm-eval-harness
MLflow
MLflow
Axolotl
Axolotl
LlamaIndex
LlamaIndex
HuggingFace
HF Accelerate

Research

Paper Area Status
Multi-View Latent Fusion on Frozen Backbones 3D Reconstruction πŸ“„ 2025
Latent-Space Temporal Stabilizers Autoregressive Generation πŸ”¬ In Progress
Adaptive Test-Time Compute Allocation Inference Efficiency πŸ”¬ In Progress
Prompt Sensitivity Landscapes LLM Robustness πŸ”¬ In Progress
Tool Use Reliability in LLM Agents Agent Systems πŸ”¬ In Progress
Agent Memory Architectures Agent Systems πŸ”¬ In Progress
Efficient Reasoning Distillation Knowledge Distillation πŸ”¬ 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 Β· 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 2

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

    πŸ’° Real-time cost monitoring and budget enforcement for LLM API calls

    Python

  3. llm-shelter llm-shelter Public

    πŸ›‘οΈ Safety guardrails for LLM applications - PII, injection, toxicity

    Python

  4. mcp-forge mcp-forge Public

    πŸ”¨ Scaffold, test, and publish MCP servers in seconds

    Python

  5. promptdiff promptdiff Public

    πŸ“Š Git-style diff and version control for LLM prompts

    Python 1

  6. agent-replay agent-replay Public

    πŸ”„ Record, replay, and debug AI agent execution traces

    Python