Frequently Asked Questions (FAQ)
ProductionComprehensive answers to common questions about StructZero platform architecture, multi-agent debate, security, and pricing.
Platform & Technical Architecture
Platform Fundamentals & Operating Principles
Explore how StructZero fundamentally differs from single-model autocompletion extensions by managing the full software engineering lifecycle from specification to certified cloud deployment.
Frequently Asked Questions
What is StructZero?
StructZero is an AI Software Engineering Platform — not a chatbot or simple code completion assistant. It coordinates a council of specialized AI roles to design, debate, verify, and deploy production software.
How much of StructZero was built using StructZero?
Approximately 70–80% of StructZero's production platform architecture and codebase was engineered using StructZero itself through recursive dogfooding.
Can StructZero work with Cursor, VS Code, or Zed?
Yes. StructZero operates as a standardized Model Context Protocol (MCP) server that connects into Cursor, VS Code, Windsurf, Claude Code, Zed, and JetBrains IDEs.
Is customer data used for model training?
No. Customer codebases, project DNA, and conversation transcripts are strictly isolated and never used for public model training.
How does the Multi-Model Debate Engine eliminate hallucinations?
Before writing code, independent models (Gemini 3.6, Claude 3.5, DeepSeek) take on opposing roles (Architect, Reviewer, Judge) to critique designs, uncover bottlenecks, and issue an approved patch.
What happens if a file fails the Certification Gate?
The Certification Gate runs AST syntax parsing, import resolution checks, and pre-flight tests. If code fails, an auto-repair loop fixes the issue or restores a clean backup before commit.
What cloud targets are supported for deployment?
StructZero supports static and edge deployments to Vercel Edge CDN, as well as containerized and serverless workloads on AWS, Google Cloud Platform, and Microsoft Azure.
How does StructZero prevent accidental cloud charges?
Any command that incurs cloud billing or performs destructive actions (DROP TABLE, delete resources) triggers a hard human-in-the-loop authorization pause.
Can we run local LLM models with StructZero?
Yes. StructZero supports local Ollama model endpoints alongside cloud providers.
What is Project DNA?
Project DNA is StructZero's context graph that parses your codebase's Abstract Syntax Tree (AST), exported symbols, and route topologies to ground AI generation in reality.
Related Knowledge Base Pages
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