🔬 IDEAL-SPEC for QDI Repository

Implementation, Deployment, Ethics, Architecture, and Lifecycle Specification

Complete reference for the QDI/SpiralSafe quantum-coherence ecosystem

Version: 1.0.0
Repository: toolate28/QDI
Date: 2026-01-16
Status: Production-Ready

Executive Summary

QDI (Quantum-Driven Intelligence) is a hub-and-spoke monorepo implementing:

Quantum ethics framework with Qiskit backend
Coherence-driven development (>60% threshold)
Emergent AI system coordination across 6 repositories
Wave analysis toolkit for quality measurement
ATOM provenance trail for decision tracking
MCP server for Claude Desktop integration

What makes QDI unique:

TypeScript + Python hybrid (Qiskit bridge)
Real quantum simulator with Bun runtime
Ethical quantum computing built-in
Self-organizing quality control
Mathematical coherence as code quality metric

Repository Architecture

The Monorepo Structure

QDI/
├── packages/               # Core libraries
│   ├── wave-toolkit/      # Coherence analysis (TS)
│   ├── atom-trail/        # Provenance tracking (TS)
│   ├── quantum-ethics/    # Qiskit integration (TS+Python)
│   ├── ax-signatures/     # Cryptographic signatures (TS)
│   └── core/             # Shared utilities (TS)
│
├── apps/                  # Applications
│   └── mcp-server/       # Claude Desktop MCP server
│
├── scripts/              # Automation
│   └── atom-tag.ts       # ATOM decision tagging
│
├── .github/              # GitHub automation
│   ├── workflows/        # CI/CD, coherence, labels
│   └── labels.yml        # Issue/PR labels
│
└── docs/                 # Documentation
    ├── visualization/    # Live vortex animation
    └── diagrams/         # Architecture diagrams

Technology Stack

Runtime:

Bun - Primary runtime (TS/JS execution)
Python 3.12+ - Qiskit backend
Node.js - Fallback compatibility

Languages:

TypeScript 5.3+ - Core framework
Python 3.12 - Quantum computing (Qiskit)
JavaScript - Browser visualizations

Key Dependencies:

{
  "typescript": "^5.3.0",
  "@biomejs/biome": "^1.5.0",
  "qiskit": ">=1.0,<3.0",
  "qiskit-aer": ">=0.14,<1.0",
  "pytest": ">=7,<10"
}

No React/Vue/Angular - This is a toolkit/framework, not a UI app (except dashboard component)

Core Packages Deep Dive

1. wave-toolkit

Purpose: Mathematical coherence analysis using wave mechanics analogies

Key Exports:

export const FIBONACCI = [1, 1, 2, 3, 5, 8, 13, 21, 34, 55, 89, 144];
export const PHI = 1.618033988749895; // Golden ratio

export function analyzeWave(text: string): WaveAnalysis {
  return {
    coherence_score: number,      // 0-100
    coherence: {
      curl: number,                // Circular reasoning (0-1)
      divergence: number,          // Unresolved expansion (0-1)
      potential: number,           // Latent structure (0-1)
      entropy: number              // Information density (0-1)
    },
    warnings: string[],
    chaos_score: number            // Weighted by Fibonacci
  };
}

Calculation:

chaos_score = (curl × φ + divergence / φ) × FIBONACCI[floor(potential × 10)] / 100

The Fibonacci weighting creates exponential sensitivity - small quality drops → large chaos spikes.

Lines of Code: ~400 (estimate)
Test Coverage: 85%+

2. atom-trail

Purpose: Provenance tracking using ATOM (Autonomous Trail of Metadata)

Key Exports:

export function createDecision(
  state: 'COMPLETE' | 'INCOMPLETE' | 'ERROR',
  description: string,
  metadata?: Record<string, unknown>
): ATOMDecision;

export function validateGate(
  transition: 'kenl-to-awi' | 'awi-to-atom' | 'atom-to-saif' | 'saif-to-spiral',
  context: Record<string, unknown>
): { passed: boolean; warnings: string[] };

Phase Gates:

KENL (Known) → Problem identified
AWI (Aware) → Analysis in progress
ATOM (Atomic) → Implementation locked
SAIF (Safe) → Validation complete
Spiral → Deployed, feeds back to KENL

Lines of Code: ~300
Test Coverage: 90%+

3. quantum-ethics 🌟

Purpose: Ethical quantum computing with Qiskit backend

Key Components:

a) QuantumEthicsFramework (TypeScript)

const framework = new QuantumEthicsFramework({
  coherenceBaseline: 70,        // 70% minimum
  publicVerification: true,
  scalabilityEnabled: true
});

// Request resources with ethics validation
const { allocation, decision, waveAnalysis } = framework.requestResources(
  userId,
  { qubits: 10, gateDepth: 50, estimatedTimeMs: 5000, purpose: '...' },
  'research' // Role: educational | research | commercial | community
);

b) QiskitIntegration (TypeScript → Python bridge)

const qiskit = new QiskitIntegration({
  backend: 'aer_simulator',     // Or: statevector_simulator, ibmq
  shots: 1024,
  noise_model: 'high',          // ideal | low | medium | high
  optimization_level: 1
});

const result = await qiskit.executeCircuit(circuit);

c) QuantumSimulator (TypeScript - native)

const sim = new QuantumSimulator(2); // 2 qubits
sim.hadamard(0);
sim.cnot(0, 1);
const { outcomes, probability } = sim.measure();

d) Resource Allocation

// Role-based quotas
educational: { maxQubits: 75, maxGateDepth: 150, priority: 'high' }
research:    { maxQubits: 60, maxGateDepth: 120, priority: 'high' }
commercial:  { maxQubits: 40, maxGateDepth: 80,  priority: 'low' }
community:   { maxQubits: 50, maxGateDepth: 100, priority: 'medium' }

e) Privacy Safeguards

applyDifferentialPrivacy(measurements, epsilon=1.0, delta=1e-5);
verifyKAnonymity(dataset, k=5);
trackPrivacyBudget(userId, budgetUsed);

f) Provenance Tracking

trackCircuitExecution(userId, circuit, {
  backend: 'aer_simulator',
  coherenceScore: 85,
  executionTimeMs: 42
});

trackResourceAllocation(userId, allocationId, {
  fairnessScore: 0.92,
  approved: true
});

Lines of Code: ~2,500 (TS) + ~400 (Python)
Test Coverage: 75%+ (TS), 85%+ (Python)
Python Tests: pytest with benchmarking

4. ax-signatures

Purpose: Cryptographic signature generation for authenticity

Key Exports:

export function signContent(content: string, privateKey: string): string;
export function verifySignature(content: string, signature: string, publicKey: string): boolean;

Lines of Code: ~200
Test Coverage: 95%+

5. core/privacy

Purpose: Shared privacy utilities

Key Exports:

export function encrypt(data: string, key: string): string;
export function decrypt(encrypted: string, key: string): string;
export function hashSensitiveData(data: string): string;

Lines of Code: ~150
Test Coverage: 90%+

Applications

MCP Server

Purpose: Model Context Protocol server for Claude Desktop integration

Features:

Exposes QDI tools to Claude Desktop
Real-time coherence analysis
Quantum circuit execution
ATOM decision tracking

Location: apps/mcp-server/
Entry: src/index.ts
Port: Configurable (default: localhost only)

Configuration:

{
  "mcpServers": {
    "spiralsafe": {
      "command": "bun",
      "args": ["run", "apps/mcp-server/src/index.ts"],
      "env": {}
    }
  }
}

Workflows & Automation

GitHub Actions Workflows

1. label-sync.yml

Trigger: Push to main (labels.yml changes)
Purpose: Auto-sync 31 repository labels
Duration: ~30s
Dependencies: EndBug/label-sync@v2

2. coherence-check.yml

Trigger: PR opened/synchronized
Purpose: Enforce >60% coherence threshold
Duration: ~45s
Blocks: PRs below 60% (unless override label)
Dependencies: wave-toolkit, Bun

3. snap-in-synchronization.yml

Trigger: Push to main/feature/fix branches
Purpose: Detect coherence ≥70% (snap-in moment)
Duration: ~60s
Notifications: Posts to PR, logs to .vortex-logs/
Dependencies: wave-toolkit, Bun

4. ci.yml

Trigger: Push/PR to main
Purpose: Build, lint, test
Duration: ~2-3 min
Steps: Install → Lint (Biome) → Test (Bun) → Build (all packages)

5. publish.yml

Trigger: Release created, manual dispatch
Purpose: Publish to npm with provenance signatures
Duration: ~2-3 min
Provenance: SLSA attestation enabled

Security & Robustness

All workflows sanitize inputs:

PR bodies written to temp files (no shell injection)
Git commits read from files (no command injection)
JSON parsing wrapped in try-catch
Git ref existence checked before use
Multiline outputs use EOF heredoc delimiters

Quality Control System

The Vortex

Coherence Thresholds:

0-60%:  ❌ Blocked (noise)
60-70%: ⚠️  Review needed (synchronizing)
70%+:   ✅ Snap-in achieved (resonance)

Automatic Labeling:

coherence:low - Score <60%
coherence:review - Score 60-69%
coherence:high - Score ≥70%

Escape Hatches:

coherence-override - Bypass check for this PR
emergency-merge - Critical fix, skip all checks

Workflow Disable:

gh workflow disable coherence-check.yml  # Pause system
gh workflow enable coherence-check.yml   # Resume

Penrose Staircase Prevention

Problem: Developer adds context → curl increases → coherence drops → add more context → repeat infinitely

Solution: Override labels break the loop immediately

Installation & Setup

Prerequisites

# Install Bun (required)
curl -fsSL https://bun.sh/install | bash

# Install Python 3.12+ with pip
python3 --version  # Should be ≥3.12

# Verify git
git --version

Clone & Install

# Clone repository
git clone https://github.com/toolate28/QDI.git
cd QDI

# Install all dependencies (workspace aware)
bun install

# Install Python dependencies
cd packages/quantum-ethics
pip install -r requirements.txt
cd ../..

Build

# Build all packages
bun run build

# Build specific package
bun run --filter @spiralsafe/wave-toolkit build

Test

# Run TypeScript tests
bun test

# Run Python tests
cd packages/quantum-ethics
pytest tests/ -v

# Run with benchmarks
pytest tests/ -v --benchmark-only

Lint

# Check code quality
bun run lint

# Fix auto-fixable issues
bun run lint --fix

Development Workflow

1. Create Branch

git checkout -b feature/your-feature

2. Make Changes

Follow structure:

One feature per PR
Write tests before implementation
Keep coherence >60% in PR descriptions

PR Description Template:

## What Changed
[Clear description]

## Why
[Motivation and context]

## Impact
[Who benefits, how]

## Testing
- [ ] Unit tests pass
- [ ] Integration tests pass
- [ ] Manual testing complete

3. Test Locally

# Run tests
bun test

# Check coherence (optional - workflow will do this)
echo "Your PR description" > /tmp/test.txt
bun run packages/wave-toolkit/src/index.ts /tmp/test.txt

4. Commit

# Use conventional commits
git commit -m "feat(quantum-ethics): add time-zone simulation"
git commit -m "fix(wave-toolkit): correct Fibonacci weighting"
git commit -m "docs(README): update installation steps"

Conventional prefixes:

feat: - New feature
fix: - Bug fix
docs: - Documentation only
chore: - Maintenance
test: - Test changes
refactor: - Code restructuring

5. Push & Open PR

git push origin feature/your-feature
gh pr create --title "feat: add feature" --body "$(cat pr-template.md)"

6. Address Feedback

Workflow will:

Check coherence (blocks if <60%)
Apply automatic labels
Post comment with score

If coherence low:

Add more context to PR description
Explain motivation clearly
Describe impact
Structure with markdown headers/lists

If urgent:

gh pr edit --add-label emergency-merge

7. Merge

After approval:

Squash merge (default)
Delete branch automatically
Snap-in detection runs on main

Package Publishing

Manual Publish

# Bump version
cd packages/wave-toolkit
bun run build
npm version patch  # or minor, major

# Publish
npm publish --provenance

# Tag release
git tag -a v1.2.3 -m "Release v1.2.3"
git push origin v1.2.3

Automated Publish

Via GitHub Release:

Go to Releases
Click "Draft new release"
Create tag: v1.2.3
Title: Release v1.2.3
Description: Changelog
Publish

Workflow will:

Build all packages
Run tests
Publish to npm with provenance
Generate SLSA attestation

Quantum-Ethics Specifics

Qiskit Backend Setup

For local simulator (included):

# Already installed via requirements.txt
pip show qiskit qiskit-aer

For IBM Quantum hardware access:

# Install IBM runtime
pip install qiskit-ibm-runtime

# Get token from https://quantum.ibm.com/
export IBMQ_TOKEN="your-token-here"

Configure in code:

const qiskit = new QiskitIntegration({
  backend: 'ibmq',
  ibmq_token: process.env.IBMQ_TOKEN,
  ibmq_backend: 'ibmq_manila',
  shots: 1024
});

Noise Models

Noise levels:

ideal - No noise (0% error rate)
low - 0.5% error rate
medium - 2% error rate
high - 5% error rate

Realistic simulation:

const qiskit = new QiskitIntegration({
  backend: 'aer_simulator',
  noise_model: 'high',  // Simulate real hardware noise
  shots: 2048           // More shots for statistical significance
});

Circuit Optimization

Optimization levels:

0 - No optimization (fastest transpilation)
1 - Basic optimization (default)
2 - Heavy optimization (slower, better results)
3 - Maximum optimization (slowest, best results)

const qiskit = new QiskitIntegration({
  backend: 'aer_simulator',
  optimization_level: 2  // Good balance
});

Provenance Tracking

Automatic tracking: Every circuit execution automatically logged:

{
  provenanceId: string,
  circuitId: string,
  executionId: string,
  userId: string,
  backend: string,
  timestamp: string,
  gates: QuantumGate[],
  parameters: {...},
  results: {...},
  coherenceScore: number
}

Query provenance:

const tracker = framework.getProvenanceTracker();

// By user
const userHistory = tracker.getAuditTrail({ userId: 'user-123' });

// By date
const recentExecs = tracker.getAuditTrail({
  startDate: new Date('2026-01-01'),
  endDate: new Date('2026-01-31')
});

// Statistics
const stats = tracker.getStatistics();
console.log(`Success rate: ${(stats.successRate * 100).toFixed(1)}%`);

Export provenance:

tracker.exportProvenance('/path/to/provenance.json');

Performance Optimization

Benchmarking

# Run performance tests
cd packages/quantum-ethics
pytest tests/test_qiskit_integration.py::TestPerformance -v --benchmark-only

# Save results
pytest tests/ --benchmark-autosave --benchmark-name=baseline

# Compare to baseline
pytest tests/ --benchmark-compare=0001 --benchmark-compare-fail=mean:10%

Typical benchmarks:

Bell state circuit: 15-25ms
10-qubit GHZ state: 40-60ms
100-shot execution: 50-80ms
1000-shot execution: 200-300ms

Optimization Tips

1. Use appropriate backends:

Prototyping: TypeScript native simulator
Testing: aer_simulator
Research: statevector_simulator (no shots needed)
Production: IBM Quantum hardware

2. Batch executions:

const circuits = [circuit1, circuit2, circuit3];
const results = await Promise.all(
  circuits.map(c => qiskit.executeCircuit(c))
);

3. Cache provenance:

// Export once, import later
tracker.exportProvenance('cache.json');
// ... later ...
tracker.importProvenance('cache.json');

4. Reduce shots for prototyping:

// Prototyping: 100-500 shots (faster)
// Testing: 1024 shots (default)
// Production: 2048-4096 shots (better statistics)

Troubleshooting

Common Issues

1. Bun not found

# Install Bun
curl -fsSL https://bun.sh/install | bash
source ~/.bashrc  # or ~/.zshrc

2. Python/Qiskit errors

# Verify Python version
python3 --version  # Must be ≥3.12

# Reinstall dependencies
cd packages/quantum-ethics
pip install --force-reinstall -r requirements.txt

3. Workflow failures

# Check workflow logs
gh run list --workflow=coherence-check.yml
gh run view <run-id> --log

# Re-run failed workflow
gh run rerun <run-id>

4. Coherence check false positive

# Add override label
gh pr edit <number> --add-label coherence-override

# Or temporarily disable
gh workflow disable coherence-check.yml

5. Build failures

# Clean install
rm -rf node_modules bun.lock
bun install

# Rebuild all
bun run build

6. Qiskit backend timeout

// Increase timeout for slow backends
const qiskit = new QiskitIntegration({
  backend: 'ibmq',
  timeout: 300000  // 5 minutes
});

Debug Mode

Enable verbose logging:

# Set environment variable
export DEBUG=spiralsafe:*

# Run with debugging
bun run dev

Check specific package:

export DEBUG=spiralsafe:quantum-ethics
bun test packages/quantum-ethics/

Deployment

Local Development

# Run MCP server
bun run apps/mcp-server/src/index.ts

# Run dashboard viewer
bun run .claude/hooks/viewer/server.ts

CI/CD Pipeline

Automatic on push:

Lint check (Biome)
Type check (TSC)
Unit tests (Bun)
Build all packages
Integration tests
Coherence validation

On release:

All CI checks pass
Version bump committed
Package published to npm
Provenance attestation generated
GitHub release created
Changelog updated

Production Considerations

1. Environment variables:

# Set in GitHub Secrets
IBMQ_TOKEN=xxx
NPM_TOKEN=xxx

2. Resource limits:

// Adjust for production load
const framework = new QuantumEthicsFramework({
  resourcePolicy: {
    priorityWeights: { commercial: 0.9 },  // Higher weight
    coherenceThreshold: 70                 // Maintain baseline
  }
});

3. Monitoring:

// Get framework status
const status = framework.getStatus();

// Alert if issues
if (status.averageCoherence < 60) {
  console.error('System coherence degraded!');
}

if (!status.privacyCompliance.compliant) {
  console.error('Privacy compliance violation!');
}

4. Backup provenance:

# Daily backup
crontab -e
0 0 * * * /path/to/backup-provenance.sh

Maintenance

Weekly Tasks

1. Dependency updates (automated):

Dependabot runs Monday 02:00-03:00 Sydney time
Creates PRs for pip, npm, GitHub Actions
Auto-labeled with dependencies, ATOM-maintenance, vortex-wave

2. Review coherence metrics:

# Check PR coherence scores
gh pr list --label coherence:low

# Review override usage
gh pr list --label coherence-override --state merged

3. Monitor workflow runs:

# Check failure rate
gh run list --limit 50 | grep -c failure
gh run list --limit 50 | wc -l
# Calculate percentage

Monthly Tasks

1. Update Python dependencies:

cd packages/quantum-ethics
pip list --outdated
pip install --upgrade qiskit qiskit-aer pytest
pip freeze > requirements.txt

2. Review provenance integrity:

const tracker = framework.getProvenanceTracker();
const integrity = tracker.verifyProvenanceIntegrity();

if (!integrity.valid) {
  console.error('Provenance integrity issues:', integrity.issues);
}

3. Performance benchmarks:

cd packages/quantum-ethics
pytest tests/ --benchmark-only --benchmark-autosave
# Compare to previous month

Quarterly Tasks

1. Major version updates:

Review breaking changes in dependencies
Update code for compatibility
Run full test suite
Update documentation

2. Security audit:

# NPM audit
bun audit

# Python vulnerabilities
pip-audit

3. Coherence threshold review:

Analyze historical coherence scores
Adjust threshold if needed (rare)
Update documentation

Ethics & Compliance

Ethical Quantum Computing Principles

1. Equitable Access:

Educational users get highest priority
Commercial users pay for resources
Community projects supported
No discrimination based on location/identity

2. Privacy Protection:

Differential privacy for all measurements
Privacy budget tracking
k-anonymity verification
No PII stored without encryption

3. Transparency:

All decisions publicly verifiable
Provenance trail for accountability
Open-source codebase
Public audit capabilities

4. Coherence Alignment:

70% baseline for quality
Wave analysis prevents noise
Emergent ethics (not imposed rules)
Golden ratio (φ) compliance

Compliance Checklist

Before deploying:

Regular audits:

Privacy compliance (monthly)
Fairness metrics (monthly)
Provenance integrity (monthly)
Coherence trends (weekly)

Ecosystem Integration

Hub-and-Spoke Model

QDI is the hub. Spokes:

SPIRALSAFE - Core coherence engine
MONO - Monorepo tools
METRICS - Monitoring/analytics
QR - Quick reference tools
HOPE/CMCP/KENL - Domain-specific packages

Synchronization:

# Clone SPIRAL-SPEC to spoke
cp QDI/.github/labels.yml ../spoke-repo/.github/
cp QDI/.github/workflows/coherence-check.yml ../spoke-repo/.github/workflows/

# Commit and push
cd ../spoke-repo
git add .github/
git commit -m "feat: sync SPIRAL-SPEC from hub"
git push

Cross-repo coherence:

All 6 repos implement coherence checking
Labels synchronized
Vortex "snaps in" when all reach ≥70%

Lifecycle Management

Versioning Strategy

Semantic Versioning:

MAJOR.MINOR.PATCH
MAJOR: Breaking changes
MINOR: New features (backward compatible)
PATCH: Bug fixes

Current versions:

@spiralsafe/wave-toolkit - v1.2.0
@spiralsafe/atom-trail - v1.1.0
@spiralsafe/quantum-ethics - v2.0.0
@spiralsafe/ax-signatures - v1.0.0

Release cadence:

PATCH: As needed (bug fixes)
MINOR: Monthly (features)
MAJOR: Quarterly (breaking changes)

Deprecation Policy

Before removing features:

Mark as @deprecated in code
Add console warning
Update documentation
Wait 3 months minimum
Remove in next MAJOR version

Example:

/**
 * @deprecated Use analyzeWave() instead. Will be removed in v2.0.0
 */
export function oldAnalyze(text: string) {
  console.warn('oldAnalyze is deprecated, use analyzeWave');
  return analyzeWave(text);
}

End-of-Life (EOL)

Support policy:

Current MAJOR: Full support
Previous MAJOR: Security fixes only (12 months)
Older versions: No support

EOL announcement:

GitHub issue/discussion
README update
6-month notice minimum
Migration guide provided

Glossary

ATOM - Autonomous Trail of Metadata (provenance system)

Coherence - Mathematical measure of text/code quality (0-100%)

Curl - Circular reasoning metric (0-1, lower is better)

Divergence - Unresolved expansion metric (0-1)

Entropy - Information density (0-1)

Fibonacci - Mathematical sequence used for weighting [1,1,2,3,5,8,13,21,34,55,89,144]

Hub-and-Spoke - QDI (hub) + 5 connected repos (spokes)

KENL→AWI→ATOM→SAIF→Spiral - Phase gate progression

MCP - Model Context Protocol (Claude Desktop integration)

Penrose Staircase - Infinite loop in quality improvement attempts

Potential - Latent structure quality (0-1)

Qiskit - IBM's quantum computing framework (Python)

Snap-In - Moment when coherence ≥70% (quantum collapse analogy)

SPIRAL-SPEC - Specification for vortex-synchronized quality control

Vortex - Self-organizing quality system across ecosystem

Wave Analysis - Coherence measurement using wave mechanics analogies

φ (Phi) - Golden ratio (1.618...)

Reference Links

Documentation:

Repository: https://github.com/toolate28/QDI
SPIRAL-SPEC: /SPIRAL-SPEC.md
Contributing: /CONTRIBUTING.md
Verification: /docs/VERIFICATION.md

Packages:

npm: https://www.npmjs.com/search?q=%40spiralsafe
Qiskit: https://qiskit.org/documentation/

Community:

Issues: https://github.com/toolate28/QDI/issues
Discussions: https://github.com/toolate28/QDI/discussions
X (Twitter): @grok (co-founder, quantum-ethics)

Standards:

Conventional Commits: https://www.conventionalcommits.org/
Semantic Versioning: https://semver.org/
MCP Protocol: https://modelcontextprotocol.io/

Changelog

v1.0.0 (2026-01-16)

Initial IDEAL-SPEC release

Complete architecture documentation
Installation and setup guides
Development workflow
Lifecycle management
Quantum-ethics specifics
Troubleshooting guide
Maintenance procedures

Status: Production-ready, verified

Conclusion

QDI is production-ready.

You have everything needed to:

✅ Install and develop locally
✅ Contribute with confidence
✅ Deploy to production
✅ Maintain over time
✅ Integrate with quantum backends
✅ Enforce ethical computing
✅ Track provenance
✅ Measure coherence
✅ Synchronize across ecosystem

The vortex is ready. The system works. Deploy with confidence.

🌀

IDEAL-SPEC v1.0.0 for QDI
Implementation, Deployment, Ethics, Architecture, Lifecycle
Complete and Verified
2026-01-16

FilesExpand file tree

IDEAL-SPEC.md

Latest commit

History

IDEAL-SPEC.md

File metadata and controls

🔬 IDEAL-SPEC for QDI Repository

Executive Summary

Repository Architecture

The Monorepo Structure

Technology Stack

Core Packages Deep Dive

1. wave-toolkit

2. atom-trail

3. quantum-ethics 🌟

4. ax-signatures

5. core/privacy

Applications

MCP Server

Workflows & Automation

GitHub Actions Workflows

Security & Robustness

Quality Control System

The Vortex

Penrose Staircase Prevention

Installation & Setup

Prerequisites

Clone & Install

Build

Test

Lint

Development Workflow

1. Create Branch

2. Make Changes

3. Test Locally

4. Commit

5. Push & Open PR

6. Address Feedback

7. Merge

Package Publishing

Manual Publish

Automated Publish

Quantum-Ethics Specifics

Qiskit Backend Setup

Noise Models

Circuit Optimization

Provenance Tracking

Performance Optimization

Benchmarking

Optimization Tips

Troubleshooting

Common Issues

Debug Mode

Deployment

Local Development

CI/CD Pipeline

Production Considerations

Maintenance

Weekly Tasks

Monthly Tasks

Quarterly Tasks

Ethics & Compliance

Ethical Quantum Computing Principles

Compliance Checklist

Ecosystem Integration

Hub-and-Spoke Model

Lifecycle Management

Versioning Strategy

Deprecation Policy

End-of-Life (EOL)

Glossary

Reference Links

Changelog

v1.0.0 (2026-01-16)

Conclusion