The Problem

AI agents are getting autonomous. They can browse the web, execute code, and make decisions. But how do you stop one before it does something harmful?

Traditional approaches fail:

• Rule-based systems → Agents find loopholes
• Linear thresholds → Easy to game with small steps
• Pattern matching → Can't detect novel attacks

The Solution

SCBE-AETHERMOORE uses hyperbolic geometry to create a security boundary where:

The further an agent drifts from safe behavior, the exponentially harder it becomes to continue.

Think of it like a gravity well - small deviations are cheap, but adversarial behavior gets pulled back or stopped entirely.

Safe Center (low cost) ───────► Boundary (infinite cost)
      ●━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━●
   ALLOW              QUARANTINE                 DENY

Results

| Metric | SCBE | Traditional ML | Rule-Based | |--------|------|----------------|------------| | Detection Rate | 95.3% | 89.6% | 56.6% | | False Positives | 2.1% | 8.3% | 15.2% | | Quantum-Safe | Yes | No | No | | Explainable | Yes | Limited | Yes |

Quick Start

Install (Node / TypeScript)

npm i scbe-aethermoore

Install (Python)

pip install scbe-aethermoore

from scbe_aethermoore import validate_action

# Check if an agent action is safe
result = validate_action(
    agent_id="agent-001",
    action="execute_code",
    context={"trust_score": 0.7, "sensitivity": 0.8}
)

print(result.decision)  # ALLOW, QUARANTINE, or DENY
print(result.risk_score)  # 0.0 to 1.0
print(result.explanation)  # Human-readable reason

CLI Quick Start (Six Tongues + GeoSeal)

# From npm (requires Python 3.x on PATH)
npx scbe encode --tongue KO --text "hello" > spell.txt
npx scbe decode --tongue KO --as-text --in spell.txt

# Or run directly with Python
# Encode/Decode (Sacred Tongues)
python scbe-cli.py encode --tongue KO --text "hello" > spell.txt
python scbe-cli.py decode --tongue KO --as-text --in spell.txt

# Cross-translate KO → AV
python scbe-cli.py xlate --src KO --dst AV --prefix --in spell.txt

# Blend/Unblend pattern (KO:2,AV:1,DR:1)
echo -n "secret" | python scbe-cli.py blend --pattern KO:2,AV:1,DR:1 > blend.txt
python scbe-cli.py unblend --as-text --in blend.txt

# GeoSeal envelope (context-aware sealing)
echo -n "payload" | python scbe-cli.py geoseal-encrypt --ss1 > envelope.json
python scbe-cli.py geoseal-decrypt --as-text --in envelope.json

# Self-test
python scbe-cli.py selftest

Capabilities

• 14-layer hyperbolic pipeline with risk-gated decisions (ALLOW / QUARANTINE / DENY)
• Sacred Tongues tokenizer with 6x256 bijective encodings
• GeoSeal envelopes and RWP protocol for tamper-evident sealing
• Fleet governance with weighted consensus and rogue detection
• Post-quantum hooks (ML-KEM / ML-DSA integration points)
• Observability via structured telemetry and benchmarks

Full list in docs/CAPABILITIES.md.

Why SCBE?

1. Mathematically Proven Security

• 14-layer pipeline with 12 verified axioms
• Hyperbolic geometry creates exponential cost barriers
• No "boundary creep" - attacks can't inch their way in

2. Post-Quantum Cryptography

• Kyber768 key exchange (NIST approved)
• ML-DSA-65 signatures (Dilithium)
• Ready for the quantum computing era

3. Real-Time Fleet Governance

• Monitor hundreds of AI agents simultaneously
• Automatic quarantine of suspicious behavior
• Full audit trail with cryptographic proofs

4. Drop-In Integration

• Python SDK, TypeScript SDK
• REST API for any language
• AWS Lambda ready

Use Cases

Autonomous AI Agents

Control AI agents that browse the web, execute code, or interact with APIs. Stop them before they go off-script.

Multi-Agent Orchestration

Manage fleets of specialized AI agents (researchers, coders, reviewers) with trust-based permissions.

Financial AI Systems

Fraud detection, trading bots, risk assessment - with audit trails that satisfy regulators.

Healthcare AI

Patient data access control with HIPAA-grade security and explainable decisions.

Defense & Government

Classified system access control with post-quantum cryptography.

API Example

# Start the API server
SCBE_API_KEY=demo-key python -m uvicorn api.main:app --port 8000
# Validate an action
curl -X POST http://localhost:8000/v1/validate \
  -H "Content-Type: application/json" \
  -d '{
    "agent_id": "agent-001",
    "action": "read_file",
    "target": "/etc/passwd",
    "trust_score": 0.5
  }'

Response:

{
  "decision": "DENY",
  "risk_score": 0.94,
  "explanation": "High-sensitivity target with insufficient trust",
  "layer_scores": [0.5, 0.6, 0.7, 0.8, 0.9, 0.94],
  "recommendation": "Require human approval for system file access"
}

Architecture

INPUT → [14-Layer Hyperbolic Pipeline] → DECISION

Layer 1-4:   Context embedding into Poincaré ball
Layer 5-7:   Hyperbolic distance + Möbius transforms
Layer 8-10:  Multi-well realms + spectral coherence
Layer 11-12: Temporal distance + Harmonic wall (exponential cost)
Layer 13:    Risk decision gate → ALLOW / QUARANTINE / DENY
Layer 14:    Audit telemetry

Pricing

| Tier | Price | Requests/mo | Support | |------|-------|-------------|---------| | Open Source | Free | Unlimited (self-hosted) | Community | | Cloud Starter | $99/mo | 100,000 | Email | | Cloud Pro | $499/mo | 1,000,000 | Priority | | Enterprise | Contact | Unlimited | Dedicated |

Documentation

• Getting Started Guide
• Technical Reference
• API Reference
• Architecture Deep Dive
• Capabilities

Contributing

We welcome contributions! See CONTRIBUTING.md for guidelines.

git clone https://github.com/issdandavis/SCBE-AETHERMOORE.git
cd SCBE-AETHERMOORE
npm install && pip install -r requirements.txt
npm test && pytest

License

Dual License - See LICENSE for full terms.

• Free for research, education, and personal use
• Commercial use requires a paid license

Patent Pending - USPTO Application #63/961,403

Feedback, Support, and Links

| Resource | Link | |----------|------| | npm | https://www.npmjs.com/package/scbe-aethermoore | | Source | https://github.com/issdandavis/SCBE-AETHERMOORE | | Pitch Deck | https://scbe-aethermoore-x8vu3ly.gamma.site/ | | Demo | https://scbe-aethermoore-issdandavis.streamlit.app | | Issues | https://github.com/issdandavis/SCBE-AETHERMOORE/issues | | Email | [email protected] | | Sponsor | https://github.com/sponsors/issdandavis | | CLI Tool | https://aethermoorgames.gumroad.com/l/dqncbs | | Subscribe | https://aethermoorgames.gumroad.com/subscribe |

Copyright 2026 Issac Daniel Davis / SpiralVerse OS