NVIDIA Open Models & Nebius Token Factory Integration•Enterprise Edition

Reverse Engineer Any Codebase in Real Time.

Autonomous AST Symbol Ingestion, Force-Directed Call Graph Topology, and Deep Grounded AI Investigations powered by NVIDIA 70B models with isolated patch sandbox verification.

Repositories Indexed

18,420+

99.8% Parse Success

AST Code Symbols

3.8M+

Functions, Classes & Imports

Grounded Inferences

99.4%

Llama 3.1 70B & Qwen Coder

Graph Lookup Latency

< 120ms

NetworkX Topology Traversal

Five-Pillar Architecture

Engineered for Total Code Comprehension

Deep AST Ingestion & Symbol Tree

Multi-language AST parsers extract functions, classes, methods, and variables with line-accurate signatures and docstrings.

Python, TS, JS & Rust

Neural Force-Directed Call Graph

Map every import edge, call relationship, and inheritance hierarchy with interactive graph physics powered by NetworkX.

Dependency Cycle Detection

NVIDIA Open Models AI Studio

Nebius Token Factory integration targeting premier NVIDIA open models (Llama 3.1 70B & Qwen Coder) with grounded code citations.

Grounded Root Cause Inference

Autonomous Sandbox & Diff Patches

Generate unified code diffs and safely execute allowlisted test runners in isolated sandboxes to verify fixes automatically.

Zero Host Escape Vulnerability

Institutional-Grade Audit & Report Engine

Compile comprehensive technical audit dossiers complete with Architecture Health Scores (A+ to D), security anti-pattern cataloging, component distributions, and single-click export to standalone HTML, GitHub Markdown, or JSON.

Print / PDF Ready

Live Playground Simulation

Inspect Architecture In Real Time

Interact directly with indexed symbols or jump straight into the full developer studio.

Quick Symbol Probe

lifespanfunction

app/main.py

Repositoryclass

app/core/models.py

Investigationclass

app/core/models.py

create_investigationfunction

app/api/investigate.py

Settingsclass

app/config.py

app/main.pyLines 41-56

async def lifespan(app: FastAPI)

Application startup and shutdown context manager.

Indexed by BlackBox AST Scanner