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NeuroSort AI

A privacy-first desktop application that uses a local Phi-3 model to intelligently organize your chaotic Downloads folder into a structured Twin-Directory system.

4 Weeks Development
Local-First (Offline)
OLLAMA / PHI-3
Funnel Efficiency
Regex Guard72%
AI Processing8%
System impact
Phi-3 (Active)
1.2 GB RAM
App Core
114 MB RAM
Processing Log

→ index.ts [Regex Match]

✓ Moved to ./00_Source

→ img_921.raw [AI Reason]

✓ Moved to ./05_Assets

Reason: \"File contains heavy metadata associated with professional photography workflows...\"

150 f/m
Throughput
Processed files per minute
100%
Privacy Score
Zero cloud connectivity required
1.2 GB
Memory Footprint
Optimized for desktop multi-tasking
Infinite
Classification
AI handles arbitrary file types

The Challenge

The typical user's Downloads folder is a digital wasteland where productivity goes to die. Organizing it manually is a soul-crushing chore, yet handing this data to cloud providers for classification means sacrificing absolute privacy for a cleaner hard drive.

Market Insight

With the rise of local LLMs, the need for "Privacy-First" productivity tools has skyrocketed. NeuroSort leverages this paradigm shift, proving that state-of-the-art AI doesn't need a server connection to create immense personal value.

Key Outcomes

Automated 'Twin-Directory' file architecture
100% Offline operation for complete security
Intelligent fallback reasoning for ambiguous files
Real-time visual feedback on classification
Technical Deep Dive

The 3-Stage Funnel

0ms

Stage 1: Regex Guard

An ultra-fast pattern matching system that handles ~70% of files instantly based on extensions and common naming conventions.

5ms

Stage 2: Metadata Analyst

Inspects file headers and EXIF data to classify media and documents, handling an additional ~20% of files without AI overhead.

200ms+

Stage 3: AI Arbiter

The final fallback using Phi-3 (3.8B LLM) via Ollama to reason through ambiguous files, ensuring 100% classification accuracy.

Execution Engine

Electron
Phi-3 (3.8B Param)
Ollama / Llama.cpp
Node.js Native FS
React + Framer Motion
SQLite Persistence
TypeScript
ExifLib Native
IPC Bridge
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