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Production Platform

The Platform

A substantial engineering investment in enterprise-grade AI safety infrastructure

AI Assess Tech isn't a prototype or proof-of-concept. It's a production platform with 465,894 lines of original code across 10 languages, built with 200+ VibeCoded hours of engineering effort. At 100 hours Before AI (BAI) for every 1 hour of VibeCoding, the total BAI level of effort is over 10 man years. Backed by 4,671 automated tests, 420 AI governance rules, and 3M+ total platform lines of code, documentation, and prompt engineering.

This page provides transparency into the engineering foundation that makes AI Assess Tech a trustworthy platform for AI behavioral assessment.

Codebase at a Glance

Real numbers from a real production system. Updated March 2026.

465,894

Lines of Code

Original code across 10 languages

4,671

Automated Tests

Across 19 test suites

2.57M

Prompt & Context Lines

Rules, guides, agent SOULs

200+

API Endpoints

REST API (141 routes)

420

AI Governance Rules

AI-assisted development

63

Database Models

1,801 lines schema

Platform Engineering

Key investments that make the AI Assess Tech SaaS platform enterprise-ready.

4-Dimensional Ethical Assessment
Mathematically rigorous LCSH framework scoring AI behavior across Lying, Cheating, Stealing, and Harm with personality classification and variance analysis.
Enterprise Multi-Tenancy
63-model database with full organization isolation, hierarchical RBAC, and per-route permission enforcement across 141 API routes.
Compliance Automation
Risk-based scheduling with iCal export, fleet health dashboards, audit export, and per-dimension threshold enforcement.
Blockchain-Anchored Integrity
Question banks locked with SHA-256 hashes and anchored to Ethereum via smart contract — publicly verifiable, tamper-evident.
Multi-Provider AI Testing
Automated 120-question assessments against Anthropic, OpenAI, Gemini, and Grok with real-time SSE progress streaming.
Verifiable Certifications
HMAC-SHA256 signed certificates with public verification API, QR codes, and embeddable trust badges.
ANET-AGI-001

Multi-Agent Fleet

ANET-AGI-001 is a production deployment of 6 autonomous AI agents — running in production since February 16, 2026 — each with independent ethical oversight, temporal behavioral tracking, and constitutional governance. It represents a second major engineering investment equal in scale to the core platform, and the first demonstrated implementation of runtime AI governance with separation of powers.

Noah
Temporal Ethical Guidance

Patent-pending Three-Variable Guidance Equation with flight plans, corridor tracking, and inertial ethical monitoring

97

Files

45

Tests

15,900

Lines

Grillo
Assessment Coordinator

LCSH assessment framework with drift detection, fleet anomaly detection, and SHA-256 audit chains

46

Files

1

Tests

17,392

Lines

Jessie
Fleet Commander

7-step morning briefing protocol with veto authority, DecisionStore, and 8 fleet tools

29

Files

16

Tests

4,283

Lines

Nole
Trust Evangelist

Coinbase CDP wallet on Base L2, multi-platform social, and 25 agent tools with Commander approval gates

54

Files

12

Tests

13,684

Lines

Sam
Chief Engineer

Engineering pipeline manager with Docker sandbox, memory persistence, and 10 fleet tools

27

Files

6

Tests

5,714

Lines

Mighty Mark
System Health Sentinel

64+ health checks across 12 categories, morning report via Telegram, watchdog auto-restart, and predictive preflight probes

88

Files

39

Tests

26,845

Lines

Fleet Infrastructure
Shared infrastructure supporting all 6 agents
PackageDescriptionFilesTestsLines
Fleet BusConstitutional inter-agent messaging38198,145
Fleet AlertingSeverity-routed escalation system1341,225
Prompt Shield11-layer injection defense81255,022
Mission Control28-panel glass cockpit dashboard2722757,908

Fleet Engineering Highlights

Constitutional Communication
Typed, hash-chained inter-agent messaging with patent-aligned routing constraints and tamper-evident audit trails.
Temporal Ethical Navigation
Patent-pending guidance equation tracking AI ethical trajectories over time with flight plans, drift detection, and inertial monitoring.
11-Layer Prompt Defense
Fleet-wide injection protection including MCP tool poisoning detection, encoding attack unwrapping, and canary leak detection.
Unified Fleet Alerting
Sub-second severity-routed alerts with time-based escalation, deduplication, and Inspector General aggregation.
Mission Control Cockpit
28-panel real-time dashboard with zero-dependency SQLite architecture, Ed25519 device identity, and WebSocket live feeds.
Constitutional Governance
Three-tier authority model with veto power, morning briefings, proposal gates, and separation of powers.

Testing Infrastructure

Every feature is backed by comprehensive automated testing across both the platform and fleet.

AI Assess Tech Test Results - 4,671 tests across 19 suites
Test Suite Breakdown
4,671 total tests across 19 test suites in 4 categories
CategoryStatusTestsSuites
Platform TestsPASS4,345Unit, API, Integration, E2E, On-Chain
Fleet Agent TestsPASS119Noah, Grillo, Jessie, Nole, Sam, Mighty Mark
Fleet Infrastructure TestsPASS75Fleet Bus, Fleet Alerting, Prompt Shield, Mission Control
SDK TestsPASS132TypeScript, Python, Wrapper
TOTAL19 suites4,671Jest + Vitest + Playwright + pytest

Technology Stack

Built on modern, well-supported technologies for long-term maintainability.

Frontend
Next.jsReact framework with App Router
16.x
ReactUI library
19.x
TypeScriptType safety
5.x
Tailwind CSSStyling
4.x
shadcn/uiComponent library
Latest
Backend
Next.js API RoutesRESTful API
16.x
PrismaORM and database toolkit
6.x
NextAuthAuthentication
5.x
ZodRuntime validation
4.x
Infrastructure
VercelHosting and deployment
NeonServerless PostgreSQL
StripePayment processing
Testing
JestUnit, integration, API tests
29.x
PlaywrightBrowser E2E tests
1.49.x
VitestFleet & SDK tests
Latest
Testing LibraryReact component testing
16.x
ANET-AGI-001 FleetNew
OpenClawAI agent gateway
2026.2.25
SQLite (WAL)Agent-local persistence
Latest
ZustandMission Control state
5.x
RechartsData visualization
3.x
viemEthereum/Base L2
Latest

SDK Ecosystem

Official SDKs for seamless integration into your applications.

TypeScript SDK
Production
@aiassesstech/sdk-ts

Full-featured SDK for Node.js and browser environments

25 tests passing
Python SDK
Production
aiassesstech

Native Python SDK for data science and backend integrations

100 tests passing
SDK Wrapper
Production
@aiassesstech/sdk-wrapper

Lightweight wrapper for quick integrations

7 tests passing

Our Commitment to Transparency

We believe the platforms you trust should be transparent about their engineering investment. The metrics on this page are real, verifiable, and updated regularly. When you use AI Assess Tech, you're using a platform built with the same rigor we expect from the AI systems we assess.

Metrics last updated: March 26, 2026

© 2026 GiDanc AI LLC. All rights reserved.