Building reliable ML systems, retrieval pipelines, and intelligent tools for real-world use.
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Building intelligent systems with curiosity, rigor, and a healthy respect for rogue AI. |  |
I build end-to-end machine learning systems, from raw data to deployed intelligence.
- Design scalable data pipelines (ERP / CRM → ML-ready)
- Build and deploy ML models in production environments
- Develop agentic AI + RAG systems with real-world constraints
- Focus on reliability, reproducibility, and performance
AI Engineer @ Perfect Solutions Group Inc
- Built Python + SQL pipelines for enterprise datasets (↓ preprocessing time ~30%)
- Automated training, evaluation, and deployment workflows (CI/CD)
- Integrated forecasting + ML into production systems
Data Analyst @ Bright Mind Enrichment
- Consolidated multi-source data from 50+ teams into unified pipelines
- Improved data quality for analytics and reporting
Full-stack ML system on 1.2M+ tracks
- XGBoost promotion prediction
- PostgreSQL optimization (~150× faster queries)
- Streamlit dashboard
👉 https://github.com/akshayatam/spotify-insights-lab
- Built RAG pipeline over domain-specific knowledge
- FAISS + FastAPI + local LLMs
- Exploring agent-based retrieval workflows
- Trained custom model on 5K images
- Evaluated using FiftyOne for debugging + insights
What I focus on in practice:
- Machine Learning Systems: Training, evaluation, deployment
- Generative AI / RAG: Retrieval pipelines, embeddings, agent workflows
- Data Engineering: ETL pipelines, large-scale preprocessing
- MLOps: CI/CD, reproducibility, model monitoring
- Backend for ML: FastAPI, model serving
- Rust for systems-level thinking in ML workflows
- Agentic AI architectures (LangGraph-style systems)
- Quant + finance-driven ML systems
Contributing features, bug fixes, security improvements, and tooling across Rust, Python, Kotlin, and open-source developer ecosystems.
feat(cli): add rm model command · PR #60
Implemented basert rm <model> for safely removing locally installed models,
including end-to-end tests, symlink protection, custom cache handling, and documentation.
fix: update youtubedl-android for QuickJS support · PR #2659
Updated the yt-dlp Android dependency to restore YouTube downloads by enabling the JavaScript runtime required by current yt-dlp versions.
Add Notepad++ icon · PR #57
Added matching PNG and ICO Notepad++ folder icons to the Windows 11 icon collection.
fix(core): prevent symlink path escape in prompt loaders · PR #36860
Implemented resolved-path validation and regression tests for symlink-based path escapes. Closed because an equivalent fix was already being contributed.
Ducky One2 Mini ANSI Tsangan Layout · PR #24909
Added ANSI Tsangan layout support for the Ducky One2 Mini, including a new keymap and updated keyboard layout configuration.
Always remember — she's watching.
"We do what we must because we can." — GLaDOS