Satyam
Satyam - animated

Satyam

Engineer

A ML & MLOps Engineer building intelligent systems & infra.

Core Machine Learning & Deep Learning Engineer specializing in Computer Vision, NLP, and AI Systems. Building intelligent solutions with PyTorch, TensorFlow, and Hugging Face. Focused on model optimization, real-time inference, and scalable ML deployment.

PyTorch
PyTorch
TensorFlow
TensorFlow
Hugging Face
Hugging Face
OpenCV
OpenCV
AWS
AWS
Docker
Docker
Last played

Lose Yourself

Eminem

Skills

PyTorch
PyTorch
TensorFlow
TensorFlow
scikit-learn
scikit-learn
Hugging Face
Hugging Face
OpenCV
OpenCV
Python
Python
AWS
AWS
Azure
Azure
GCP
GCP
Cloudflare
Cloudflare
Docker
Docker
Kubernetes
Kubernetes
Vercel
Vercel
Apache Spark
Apache Spark
Hadoop
Hadoop
Kafka
Kafka
PostgreSQL
PostgreSQL
MongoDB
MongoDB
Firebase
Firebase
Redis
Redis

Publications

Recursive Episodic Memory (REM)

2023
Publish Soon
Long-term Memory
Recursive Retrieval
Episodic Memory

Research

Recursive Episodic Memory (REM)

Publish Soon

Long-term memory for autonomous agents using recursive retrieval.

Significant improvement in long-term coherence
Long-term Memory
Recursive Retrieval
Episodic Memory

Test-Time Compute for Code Generation

Publish Soon

A coding agent that generates an internal Verification Plan and uses a Tree of Thoughts approach to backtrack if unit tests fail.

Novelty: Critic-Actor Loop
Code Generation
Tree of Thoughts
Reasoning

Quadruped (Spot Robot) Moon Surface Simulation

Publish Soon

Simulation of Boston Dynamics' Spot robot navigating lunar terrain using NVIDIA Isaac Sim and ROS for autonomous exploration and terrain adaptation.

Real-time physics simulation
Robotics
NVIDIA Isaac Sim
ROS
Simulation

Featured Open Source Work

Real-time contributions from leading AI/ML organizations

Huggingface logo

Huggingface

0 contributions

2023 - Present

Active contributor to the Hugging Face ecosystem with multiple repositories and models for NLP and multimodal AI.

Synced with GitHub • Updates every hour

Now

A snapshot of what I'm building right now.

Building

Recursive Episodic Memory

Novel architecture for autonomous agents with recursive memory storage and retrieval for long-term coherence.

PythonPyTorchRAGLLM
72%
Reading

Designing Data-Intensive Applications

Martin Kleppmann

Deep Learning

Ian Goodfellow et al.

Attention Is All You Need

Vaswani et al. (research deep-dive)

// Thoughts

Test-time compute is underexplored for code generation. Giving models a verification loop changes the game.

Recursive memory might be the right abstraction for long-horizon agents. Fixed context windows are fundamentally limiting.

Latest Writing

Ever Wondered How Consistent Hashing Actually Works? I Built It in Rust to Find Out.

...

Read more