Engineer Better with
Semantic Intelligence.

SmartDev indexes your entire repository to provide real-time RAG-powered insights, automated decision logs, and intelligent code synchronization.

SmartDev AI / Technical Session / Log_042

User

Explain the RAG implementation in our retrieval service.

SmartDev AI

The RAG system uses OpenAI embeddings to index your workspace. I've found 3 relevant chunks in retrieval.service.js...

Engineering Workflow

From idea to production,
without the chaos.

01

Recursive RAG Indexing

Our chunking engine breaks down your repository into semantic fragments, creating a high-dimensional vector map of your entire project.

  • OpenAI Embedding Integration
  • Automated Code Chunking
  • Real-time Index Updates

$ smartdev index --all

Parsing 142 files in workspace...

✓ Vector Database Synchronized

created 842 embeddings

mapped 12 service layers

indexed technical logs

02

Context-Aware Retrieval

The AI doesn't just guess. It retrieves relevant code snippets and documentation chunks to provide answers grounded in your reality.

  • Semantic Query Matching
  • Cross-File Relationship Mapping
  • Source-Cited AI Responses

$ smartdev ask 'how does auth work?'

Retrieving relevant context...

✓ Context match found in auth.service.js

retrieved chunk @L42-L89

analyzed middleware dependencies

generated technical summary

03

Automated Knowledge Bank

Every technical session is stored in the Memory Bank, allowing you to build a searchable corporate brain that evolves with your code.

  • Searchable Technical Logs
  • Automated Decision Records
  • Team Knowledge Sharing

$ smartdev ship --log

Capturing session metadata...

✓ Session saved to Memory Bank

archived 12 technical snippets

generated ADR #42

updated knowledge graph

Real-time Sync

Your workspace stays in sync across all devices and team members instantly.

Enterprise Security

Bank-grade encryption and granular permission controls for your sensitive data.

Global Search

Find any snippet, note, or conversation in milliseconds with semantic search.

Neural Engine

AI that understands your unique coding style and suggests relevant improvements.

Remote First

Built for distributed teams with collaborative tools and async workflows.

Clean UI

A clutter-free environment designed to help you maintain deep focus.

Command Palette
ESC

Initialize your
technical workspace.

Available for Individual & Enterprise Teams