Harness Engineering: terminus-cli
May 21, 2026
I build AI systems end to end. My work spans retrieval pipelines, prompt optimization, multi-agent systems, model training, and performance engineering for document-heavy workflows. I focus on practical ML systems that are reliable, measurable, and useful in real-world settings.
Professional Experience
Binoloop
Machine Learning Engineer
Apr 2025 – Dec 2025
- •Shipped a production RAG system with BM25, dense retrieval, query expansion, reranking, and conversational memory, improving retrieval relevance by 40% and user engagement by 25%.
- •Created an LLM prompt-optimization pipeline with chain-of-thought and few-shot examples, improving regulation and urban-planning document analysis accuracy by 35%.
- •Cut response latency by 78% and memory footprint by 71% via connection pooling, leaner data structures & pipeline refactoring.
- •Automated evaluation with an LLM-as-a-Judge framework using GPT-4.1, reducing manual annotation effort by 80%.
Lamarr
Artificial Intelligence Intern
Sep 2024 – Mar 2025
- •Built FastAPI services to automate scraping of 10,000+ Indian court case files, improving legal data accessibility by 60%.
- •Designed a LangGraph multi-agent system for contract analysis, identifying adversarial clauses with 85% precision.
- •Delivered a production RAG pipeline with hybrid search for a legal Q&A chatbot, improving answer relevance by 40%.
- •Implemented document preprocessing and chunking workflows for long-form legal text, improving retrieval consistency and reducing noisy context in downstream contract and case-law analysis.
Findability Sciences
Data Science Intern
Jan 2024 – Jun 2024
- •Built an end-to-end time-series forecasting pipeline with XGBoost and feature engineering, achieving 98.8% accuracy on a 10,000+ row dataset.
- •Developed hierarchical classification datasets across five business domains using custom ontologies.
- •Created model evaluation dashboards and error-analysis reports to compare forecast performance across segments.
GitHub Activity ● @sidmanale643
Stack I use
Technologies I work with to build AI systems and applications
If you've read this far, you might be interested in what I do.
