Creative OS | Media, Entertainment & Translation | Adnan Naeem

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Creative OS | Media, Entertainment & Translation | Adnan Naeem

What we built

Local Knowledge Indexing

Built document ingestion pipelines to index local creative assets including Final Draft (.FDX), PDFs, lyrics, notes, outlines, and research documents.
Implemented automatic metadata extraction and searchable document indexing.
Enabled semantic retrieval across an entire local creative knowledge base.

Retrieval-Augmented Generation (RAG)

Designed and implemented a complete RAG pipeline for contextual document retrieval.
Generated vector embeddings and stored them in a local vector database.
Retrieved relevant document context before every AI request, improving response accuracy and grounding.

Claude AI Integration

Integrated Claude API to provide AI-powered writing assistance.
Supported screenplay rewriting, dialogue enhancement, content expansion, brainstorming, summarization, and creative ideation.
Combined Claude responses with retrieved document context for highly personalized outputs.

Final Draft (.FDX) Editing

Built native support for Final Draft screenplay files.
Parsed screenplay structures including scenes, dialogue, characters, action blocks, and transitions.
Enabled AI-assisted editing while preserving the original screenplay formatting.

Desktop Application

Developed a cross-platform desktop application using Electron and React.
Built a conversational interface for interacting with creative projects.
Enabled seamless navigation, document search, editing, and AI-assisted workflows.

Multi-Document Semantic Search

Implemented semantic search across multiple document types simultaneously.
Allowed AI to reason across scripts, notes, research, lyrics, and outlines.
Combined information from multiple sources into unified, context-aware responses.

MCP Server Framework

Built the application around the Model Context Protocol (MCP) architecture.
Designed modular integrations for future expansion with external tools and services.
Established a scalable foundation for plugin-based AI workflows.

Auto-Tagging & Collections

Developed AI-powered document categorization and tagging.
Automatically generated themes, genres, characters, and topic tags.
Organized creative assets into searchable collections for improved project management.

Analysis Dashboard

Built dashboards displaying indexed content statistics, AI activity, search analytics, writing progress, and collection insights.
Provided visibility into project organization and overall creative productivity.