I'm a software engineer at Wells Fargo and a Software Engineering Specialist at xAI, working on improving the Grok model.
After hours I work on open-source machine learning: training libraries, the systems around models, and on-device ML.
|
|
whoami Simeet Nayan | simeetnayan81
role Software Engineer @ Wells Fargo | Specialist @ xAI
base Bengaluru, India
focus open source | machine learning | ML systems
now VectorSwift | rlx-swift | ODSE
oss ml-explore/mlx | gmberton/awesome-machine-learning-startups | ml-explore/mlx-lm
updated 2026-09-02 11:25 UTC
Live cards. Click through for the code.
Recently active
- VectorSwift - Vector database written in Swift, built to run both on personal devices and on Swift server deployments | Swift | 2★ | updated Aug 13, 2026
- rlx-swift - High-performance reinforcement learning environment and data-collection API built in idiomatic Swift. By leveraging MLXArray, rlx-swift delivers seamless, hardware-accelerated training loops optimized directly for Apple Silicon | Swift | 2★ | updated Jul 10, 2026
- ODSE - Open Data Science Environment (ODSE): A standardized environment for AI agents to master end to end data science pipelines | Python | 2★ | updated Apr 25, 2026
- dqn-breakout - Implementation of Deep Q Network to play Atari Breakout | Jupyter Notebook | 1★ | updated Apr 23, 2025
- finbot - Finance News Aggregator using Agentic AI (Gemini + AutoGen) | Python | updated Apr 10, 2025
- RL-Algorithms - Reinforcement Learning Algorithms Implementation | Jupyter Notebook | updated Apr 06, 2025
Recent public PRs, issues, and commits, grouped by repo. Expands as new work lands.
Recent contributions
ml-explore/mlx | ml-explore | 5 items
- python: Make iter() throw TypeError for 0-dim array | merged | Sep 02, 2026
- Commented on [BUG]: bytes(array) dumps the wrong memory when the array is not packed | Sep 01, 2026
- Opened issue [BUG]: bytes(array) dumps the wrong memory when the array is not packed | Sep 01, 2026
- Commented on save_safetensors: pad the header so the data section can be memory-mapped | Aug 31, 2026
- Commented on [BUG] Saving a lazily loaded file back to the same path silently corrupts it | Aug 30, 2026
pytorch/rl | pytorch | 1 item
- [Feature, Example] A3C Atari Implementation for TorchRL | open | Aug 26, 2026
simeetnayan81/VectorSwift | simeetnayan81 | 5 items
- Close durability epic with payload persistence gate | open | Aug 13, 2026
- Recover sealed collections after mid-seal crashes | merged | Aug 09, 2026
- Split CI into library build, unit tests, and example jobs. | merged | Aug 09, 2026
- Add incremental seal, atomic MANIFEST, and multi-segment search. | merged | Aug 09, 2026
- Feature/mutable segment seal | merged | Aug 09, 2026
simeetnayan81/rlx-swift | simeetnayan81 | 5 items
- Feat/data rollout buffer | merged | Jul 10, 2026
- Refactor docs | merged | Jul 09, 2026
- Refactor docs | merged | Jul 02, 2026
- DummyEnv, OrderEnforcing, checkEnvironment | merged | Jul 02, 2026
- feat(core): Environment protocol, EnvSpec, AnyEnvironment | merged | Jul 02, 2026
MRI Insights: Classification of Brain Tumor Using Intelligent Feature Extraction Techniques (IEEE, January 2025)
- Training an Agent to Play Breakout using Deep Reinforcement Learning | Apr 2025
- Deriving Naive Bayes from scratch | Jul 2021
- Commented on [BUG]: bytes(array) dumps the wrong memory when the array is not packed | Sep 01, 2026
- Opened issue [BUG]: bytes(array) dumps the wrong memory when the array is not packed | Sep 01, 2026
- Commented on save_safetensors: pad the header so the data section can be memory-mapped | Aug 31, 2026
- Commented on [BUG] Saving a lazily loaded file back to the same path silently corrupts it | Aug 30, 2026
Bookshelf
| Book | Author | Status |
|---|---|---|
| Deep Learning | Goodfellow, Bengio, Courville | Completed |
| Reinforcement Learning: An Introduction | Sutton & Barto | Partial |
| The Pragmatic Programmer | Hunt & Thomas | Reading |
| So Good They Can't Ignore You | Cal Newport | Next |
| Working in Public | Nadia Eghbal | Next |
simeetnayan81.github.io | resume | LinkedIn | X | Medium | Hugging Face | IEEE
“Here I stand, atoms with consciousness, matter with curiosity. A universe of atoms, an atom in the universe.”
Richard Feynman
Dashboard last refreshed: Sep 02, 2026 11:25 UTC | stats cards and badges update on view | activity rewritten by scripts/update_dashboard.py


