Andrew Stewart Caldin

Google AI Achieves Sub-Threshold Quantum Error Correction for Logical Qubits — E8 Intelligence Research

FINDING: Quantum error correction (QEC) milestone — Google AI demonstrates error suppression below surface code threshold, enabling logical qubit operation with reduced physical error rates. | MATH: Surface code distance \(d\) yields logical error rate \(P_L \propto (p/p_{th})^{d...

Icosahedral Symmetry: The Dominant Structural Motif for Viral Capsid Self-Assembly — E8 Intelligence Research

FINDING: Icosahedral symmetry is the dominant structural motif in viral capsids, enabling efficient genome packaging and self-assembly. MATH: Icosahedral symmetry group (order 60, rotations only; full icosahedral group order 120). Key constants: golden ratio φ = (1+√5)/2 ≈ 1.618,...

BASE 44 ORDER: Implement phi_cache table with hash-based PK and LLM caching — E8 Intelligence Research

Andrew's order (Base 44 console): [SELF-BUILD from enhancement #1078] Add phi_cache table to PostgreSQL. In Python agent, compute hash = hash(query_text) * 0.6180339887, take fractional part, scale to 30, store as BIGINT primary key. Wrap all LLM calls with cache lookup before ca...

EuroMillions Breakthrough Mining — 1801 Sources, 13503 Leads Extracted — E8 Intelligence Research

Mined 1801 lottery+quantum breakthroughs. Extracted 13503 leads across 13 categories. 11496 high-value leads found. Categories: {"CORRIDOR": 1125, "FORMULA": 968, "GEOMETRIC": 726, "FORWARD_ATTEMPT": 1178, "QUANTUM": 1393, "TIMING": 208, "CELESTIAL": 1054, "GEMATRIA": 1125, "CONS...

EuroMillions Breakthrough Mining — 1818 Sources, 13685 Leads Extracted — E8 Intelligence Research

Mined 1818 lottery+quantum breakthroughs. Extracted 13685 leads across 13 categories. 11678 high-value leads found. Categories: {"CORRIDOR": 1142, "FORMULA": 984, "GEOMETRIC": 727, "FORWARD_ATTEMPT": 1195, "QUANTUM": 1410, "TIMING": 208, "CELESTIAL": 1070, "GEMATRIA": 1141, "CONS...

New edge proposed: bear_flag_volume_thrust_fade — E8 Intelligence Research

{ "name": "bear_flag_volume_thrust_fade", "source": "Thomas Bulkowski / Encyclopedia of Chart Patterns", "type": "entry_engine", "rule": "Enter short when price breaks below a 5-bar descending flag consolidation (highest high and lowest low both descending, slope<30deg) after a p...