Platform Architecture
StructZero connects Abstract Syntax Tree parsing, multi-model adversarial debate, sandboxed compilation, and edge cloud connectors into a unified AI software engineering platform.
Platform Execution Workflow
sequenceDiagram
autonumber
actor User as Human Operator
participant Shell as Platform Workspace (Web UI)
participant DNA as AST Project DNA
participant Council as Multi-Model Council
participant Gate as Certification Sandbox
participant Cloud as Cloud Provider
User->>Shell: Submit Feature Specification
Shell->>DNA: Parse AST & Module Symbol Table
DNA->>Council: Provide Syntax Tree & Context
Council->>Council: Debate Architecture & Resolve Flags
Council->>Gate: Write Code in Topological Order
Gate->>Gate: AST Syntax Check & Auto-Repair Loop
opt Billable / Destructive Action
Gate->>User: Request Operator Approval (PAUSED)
User->>Gate: Approve Execution
end
Gate->>Cloud: Ship Verified Artifact to Vercel / AWS
Controlled Autonomy
Runs execute with bounded authority. Routine AST refactoring and unit test creation proceed automatically, while external API provisioning and schema migrations pause for operator approval.
Multi-Project Portfolio State
Manage discrete codebases with independent AST indices, dependency trees, environment configurations, and deployment credentials in complete isolation.
Topological Code Generation
Source files are generated in strict mathematical dependency order. Core type contracts, database schemas, and shared utilities are built and verified before dependent consumer files.
Provider-Neutral Model Council
Leverage the distinct strengths of Claude, Gemini, DeepSeek, or local Ollama endpoints without lock-in. Assign reasoning, coding, and security audit roles independently.
Why StructZero: The Problem with Single-Pass Generation
Current AI coding assistants attempt to generate complex multi-file projects in a single pass without independent review. Because a single model suffers from self-confirmation bias, it cannot reliably detect its own architectural flaws, hallucinates imports from non-existent modules, and misses critical security vulnerabilities.
Conventional Prompt-to-Code Assistant
- • Single model generates code without independent review
- • Guesses what dependent files will export before they exist
- • Mixes ESM and CommonJS module syntax
- • Directly modifies local workspace without pre-flight sandboxing
- • Unchecked hallucinations cause runtime 404s and broken imports
StructZero Governed Engineering Platform
- • Adversarial multi-model debate uncovers design bottlenecks first
- • AST Project DNA validates symbols and types against real disk state
- • Files are generated strictly in topological dependency order
- • Automated pre-flight compilation verifies syntax in isolated containers
- • Hard execution intercepts prevent unauthorized cloud spend or data loss
Budget Ceilings & Token Metering
Autonomous loops can quickly run away with token usage if unconstrained. StructZero enforces pre-allocated budget ceilings on every execution run.
Hard Spend Stops
Set explicit dollar or token limits per run. When a ceiling is reached, execution pauses immediately.
Cost by Model & Role
Inspect exactly how much spend went to the Architect (Claude), Coder (DeepSeek), or Verifier (Gemini).
No Surprise Invoices
Any cloud action that initiates AWS CloudFormation, ECS, or GCP instances requires explicit confirmation.
Platform Frequently Asked Questions
What is Project DNA?
Project DNA is StructZero's semantic context engine. It continuously parses your local codebase into an Abstract Syntax Tree (AST), indexing exported functions, interface contracts, route topologies, and dependencies. This grounds model generation in your actual codebase rather than hallucinations.
Does StructZero work with Cursor, VS Code, or Windsurf?
Yes. StructZero runs as a standard Model Context Protocol (MCP) server, allowing you to trigger multi-model debate, AST queries, and certification gates directly inside your favorite IDE.
Where is customer data stored, and is it used for training?
Customer code, AST graphs, and debate transcripts remain strictly isolated within your local workspace and container sandboxes. StructZero never uses your code to train public foundation models.