seraphim-logic-core

Quantum-Classical Hybrid Symbolic Agent Framework
Perfect Squared Inc. | P2 Labs | Seraphim |LZ⟩

Agents of the Highest Order

Overview

seraphim-logic-core is the symbolic intelligence engine behind the Seraphim |LZ⟩ research initiative. It implements a quantum-native agent framework where agents exist in superposition across all symbolic states and collapse to a single truth via a PennyLane quantum circuit.

|S⟩ = Σ αᵢ |sᵢ⟩  →  |s*⟩

P(kᵢ) ∝ exp(-Entropy(kᵢ))
D = argmax_i(I(sᵢ) - β·E(sᵢ))

Architecture

seraphim_logic_core/
├── constants.py     — System constants (entropy thresholds, lifecycle states)
├── entropy.py       — XOR-Lattice Entropy Engine (Shannon entropy, XOR diff, anomaly detection)
├── grammar.py       — Symbolic Grammar Engine (symbols, rules, pre-built grammars)
├── collapse.py      — Quantum Collapse Engine (PennyLane StatePrep + probs)
├── agent.py         — SymbolicAgent (full ENCODED→DELIVERED lifecycle)
└── swarm.py         — AgentSwarm (parallel agent coordination + entropy-aware voting)

Agent Lifecycle

ENCODED → EVOLVED → INITIALIZED → COLLAPSED → ACTIVATED → DELIVERED

Each agent:

1. Encodes a symbolic grammar into its logic space
2. Evolves via grammar transition rules driven by entropy signals
3. Initializes as |LZ⟩ — superposition across all states
4. Collapses via PennyLane quantum circuit to |s*⟩
5. Activates — emits a structured decision dict
6. Delivers to the target system (QUANTA handler)

Quick Start

from seraphim_logic_core import SymbolicAgent, AgentSwarm
from seraphim_logic_core import threat_detection_grammar, integrity_grammar

# Single agent — threat detection
agent = SymbolicAgent(grammar=threat_detection_grammar())
result = agent.run(entropy_signal=0.85)
print(result["symbol"])  # e.g. "ANOMALOUS"

# Swarm — integrity monitoring
swarm = AgentSwarm(grammar=integrity_grammar())
verdict = swarm.respond_to_xor_event(window_1, window_2)
print(verdict["symbol"])  # e.g. "DEGRADED"

Pre-Built Grammars

Installation

pip install seraphim-logic-core

Development:

git clone https://github.com/10XAnalytics/seraphim-logic-core
cd seraphim-logic-core
pip install -e ".[dev]"
pytest

Quantum Backend

Uses PennyLane default.qubit simulator (1024 shots).
Production deployments can target real quantum hardware via PennyLane device plugins.

Classical fallback available for testing:

agent = SymbolicAgent(grammar=threat_detection_grammar(), use_quantum=False)

License

Apache 2.0 — See LICENSE

Perfect Squared Inc. | P2 Labs — "Simulate the Future. Secure the Present."