TAG VIEW
3 items across 3 domains
Grouped by domain for faster scanning.
Writing
A research-driven exploration of why semantic similarity alone is insufficient for AI memory systems, and how retrieval quality depends on ranking policies, recent context, hybrid retrieval, and adaptive query-aware strategies.
Projects
Promptura is a feedback-driven workflow system for multimodal generation. Users define a task goal, the system generates candidate prompts, executes them across selected providers, and uses output selection plus user feedback to refine the next iteration.
Work
Designed and built a production-ready real estate CRM system to manage listings, clients, and sales workflows, owning system architecture, database design, and full-stack implementation in a startup environment.