Multi-Model Debate Mechanics
AvailableStructZero assigns independent foundation models to opposing adversarial roles before code generation begins. This eliminates shared confirmation bias and discovers architecture bottlenecks early.
stateDiagram-v2
[*] --> SpecReceived
SpecReceived --> DraftProposal: Architect Role (Claude 3.5)
DraftProposal --> AdversarialReview: Reviewer Role (Gemini 3.6)
AdversarialReview --> FlagDefects: Detect Interface Conflicts
FlagDefects --> JudgeEvaluation: Judge Role (DeepSeek R1)
JudgeEvaluation --> ApprovedPatch: Issue Consensus Blueprint
ApprovedPatch --> [*]: Proceed to Topological Build
1. Architect Role
Formulates initial module boundaries, API schemas, and dependency order based on the user spec.
2. Reviewer Role
Evaluates the proposal without seeing prior model bias, flagging race conditions, scaling bottlenecks, and type inconsistencies.
3. Judge Role
A high-reasoning model evaluates conflicting arguments and issues a binding, finalized architectural blueprint.
AST Project DNA Context Engine
AvailableProject DNA parses codebases into compiler Abstract Syntax Trees, symbol tables, and route topologies, eliminating the hallucination of non-existent imports or broken function signatures.
mindmap
root((Project DNA Context))
AST Graphs
Exported Functions
Class Interfaces
Import Graph
Route Topologies
API Endpoints
Frontend Routes
Middleware Chains
Environment Contracts
Schema Migrations
Config Variables
Platform Glossary
8 KEY CONCEPTSAbstract Syntax Tree (AST)
The structured hierarchical tree representation of source code syntax parsed by compilers, used by StructZero to guarantee valid types and imports.
Controlled Autonomy
An operational model where autonomous software generation is strictly bounded by human-in-the-loop authorization gates for billable or destructive operations.
Engineering Event Recorder
An immutable append-only JSONL log streaming all model prompts, debate arguments, validation outcomes, and human approvals.
Multi-Model Debate
An adversarial evaluation process where independent LLMs assume distinct roles (Architect, Reviewer, Judge) to eliminate hallucinations before implementation.
Pre-Flight Gate
Automated verification running AST compilation, module resolution, and security audits inside container sandboxes prior to writing code to disk.
Project DNA
The semantic context graph of a codebase including symbol tables, interface contracts, import dependencies, and route topologies.
StructZero Remote
The native Android client application enabling real-time monitoring, live run telemetry streaming, and mobile authorization approvals.
Topological Order
A mathematical ordering of files such that every module is written and verified only after all of its upstream dependencies have been established.