StructZero

Your AI Software Engineering Platform.

Coordinates modular workflows to research, build, verify, secure, deploy, and operate software — with budgets, approvals, and an immutable record of every change.

StructZero/Workspace: aurora-studio
Recent SessionsSwitch
Billing & Guardrails32%
$16.00 / $50.00 Limit
Preview Target
18 files · 142 AST symbols
0 defects
Workflow Stage Telemetry
05 · Operator Intercept
AWAITING APPROVAL
Role: Governance GuardrailInteractive
ARCHITECT
Claude 3.5
REVIEWER
Gemini 3.6
JUDGE / CODE
DeepSeek R1
[14:32:01] ProjectDNA: Abstract Syntax Tree parsed: 142 exports, 18 route contracts indexed.
[14:32:04] Debate: Architect (Claude) proposal critiqued by Reviewer (Gemini).
[14:32:06] Reviewer: Flagged potential replay vector in raw signature header check.
[14:32:08] Judge: DeepSeek R1 approved final layout patch with constant-time HMAC check.
[14:32:10] Coder: Generated 18 files in strict dependency order (types → crypto → handlers → UI).
[14:32:12] Certify: Syntax: PASS | Imports: PASS | Build: PASS (0 defects).
[14:32:15] Intercept: PAUSED awaiting operator deploy approval.
Operator Confirmation:
Target: https://aurora-preview-01.structzero.app
Governed Execution Pipeline

The 8-Stage Engineering Lifecycle

Every generation follows the exact sequence an enterprise engineering department would execute.

STAGE 01 · RESEARCHhelix
Role: Project DNA AST Indexer

01. Research

Project DNA AST Indexer

Ingest codebase AST, dependency graphs, API specs, and technical documentation.

Stage Input
Workspace Repository & TypeScript/Python/Go Compiler AST
Verified Output Artifact
project-dna-graph.json (142 exported symbols, 0 circular edges)
$ structzero dna index --strict
→ Parsing AST: 48 modules scanned in 112ms
→ Symbol Table: 142 typed exports, 18 HTTP route contracts
→ Grounding Context locked: models cannot hallucinate missing paths
GUARDRAILRead-only filesystem parse; secrets automatically stripped from index.
Purpose-Built Architecture

Engineered for Real Software Production

Three distinct operational workflows configured for developers, teams, and autonomous pipelines.

Build a Product

Turn specifications into multi-file production applications. Files are written in strict topological dependency order with validated interfaces and zero dangling imports.

AST Project DNA · Pre-flight compilation

Operate a Portfolio

Manage dozens of concurrent projects from a centralized dashboard. Inspect historical runs, model token spend, latency metrics, and container sandboxes in real time.

Multi-project telemetry · Cost attribution

Improve Safely

Enforce strict human authorization boundaries for cloud deployments, migrations, and destructive operations. Autonomous runs stop and wait for explicit sign-off.

Budget ceilings · Isolated preview environments
Dual Control Surfaces

Web Interface &
Native Android Remote Control

Manage projects from your workstation or authorize critical deployment gates from anywhere. StructZero Remote connects natively via secure WebSocket protocols to give you mobile command over runs, budgets, and releases.

  • ✓ Real-time push notifications when runs require operator approval.
  • ✓ Live run telemetry: model token burn, build step logs, and health status.
  • ✓ Separate generated-app pipeline: build native Android apps with Gradle sandboxes.
REMOTE EVENT PUSH LIVE SYNC
Run #104 Paused
Action: Deploy to Vercel Edge
Approve Deny
Active Device: Pixel 8 Pro (Android 14)
Authentication: mTLS + JWT Session Token
Heartbeat: 140ms latency
Enterprise Security Posture

Strict Isolation & Audit Guarantees

Engineered for regulated environments where uncontrolled agent execution is unacceptable.

Container Sandboxing

All code compilation, tests, and generation run inside isolated container sandboxes with strictly confined filesystem boundaries.

Immutable Audit Trails

Every prompt, model debate transcript, AST check, and user authorization is written to tamper-evident JSONL logs.

Secret Masking

API keys, tokens, and database credentials are automatically masked from model prompts and context windows.

Human Authorization

Hard execution intercepts pause before billable cloud provisioning or destructive operations can occur.

Release Transparency

Platform Availability & Roadmap

Clear distinction between live capabilities available today, active engineering work, and our upcoming horizon.

VERSION 11 CORE Available

Multi-Model Engineering Engine

  • ✓ Multi-model architecture debate engine
  • ✓ AST Project DNA parser & symbol index
  • ✓ Automated certification pre-flight gate
  • ✓ Container sandboxed execution
  • ✓ Vercel & AWS deployment adapters
VERSION 11 REMOTE In Development

Native Android Remote

  • • StructZero Remote native Android client
  • • Push-notification approval workflow
  • • Mobile run telemetry & budget meters
  • • Offline event queue & reconnect sync
VERSION 12 HORIZON Planned

Autonomous Evolution

  • • Continuous autonomous patch verification
  • • Cross-cloud workload synthesis (AWS/GCP/Azure)
  • • Enterprise SSO & RBAC policy governance

Ready to Coordinate Your AI Engineering?

Explore the interactive platform tour or request a technical walkthrough for your team.

Frequently Asked Adoption Questions

How does StructZero differ from single-model code assistants? +
Single-model tools prompt-and-pray in a single pass without independent review, leading to hallucinated imports, broken routes, and undetected bugs. StructZero operates as a coordinated AI software engineering platform: parsing syntax trees (Project DNA), debating architecture across independent models, validating code in sandboxes before disk write, and enforcing strict human approval gates.
Can we use our own models or local Ollama endpoints? +
Yes. StructZero is provider-neutral. You can configure Claude, Gemini, DeepSeek, Amazon Bedrock, or your own local Ollama endpoints for specific roles (e.g. Claude for Architecture, DeepSeek for Code, Gemini for Security Audit).
How does StructZero prevent accidental cloud charges or data loss? +
Every billable action (e.g. AWS provisioning, serverless deployments) or destructive command (e.g. DROP TABLE, resource deletion) triggers a hard human-in-the-loop authorization pause. Projects also enforce pre-configured budget ceilings per run.