GenAI | LLM Systems | RAG Pipelines
AI is analyzing your overall score…
Identifying your key strengths…
Evaluating your skill match against the job requirements…
Assessing your cultural and operational fit
samasocial-task2-course-planner
June 17, 2026 – Present
samasocial-task2-course-planner — GitHub repository
View Projectsamasocial-task1-multi-source-learning-assistant
June 16, 2026 – Present
samasocial-task1-multi-source-learning-assistant — GitHub repository
View ProjectFoundational_Projects
May 20, 2026 – Present
These are the tutorials and simple projects built during the Foundations phase
View Projectknow-thyself
May 11, 2026 – Present
A Stateful AI orchestration system that combines persistent memory, classical ML grounding, and LLM-based reasoning to deliver context-aware long-term interactions across multiple domains
View Projectknowledge-ops
March 14, 2026 – Present
Web-grounded RAG research engine — live search, multi-hop query decomposition, hybrid answerability reranking, and local LLM inference
View Projectstructured-text-engine
March 3, 2026 – Present
Fully local RAG backend — semantic retrieval, cosine reranking, and grounded LLM inference over a persistent vector store
View ProjectCultural Fit Analysis
The candidate's projects are primarily personal and heavily focused on AI/ML, specifically RAG and LLM systems. This aligns well with a Data Scientist role that involves natural language processing and machine learning. However, the lack of diverse project types, team-based projects, or contributions to open-source beyond personal repositories limits the assessment of broader cultural fit and collaboration experience.
Soft Skills & Operational Fit
Insufficient data to assess soft skills or operational fit. No psychometric test results or interview feedback provided.