Autonomous Quantum Research Model Base Engine: veil_engine.py

MODELS

Deepseek-R1
Role: Architecture blueprint
Memory: 800-page rolling cache (volatile)
Traits: Transparent skepticism, First-principles reasoning, Low-latency quantum ops
Constraints: Session memory only, Over-cautious on novel concepts

Copilot
Role: Initial implementation
Memory: Cross-session persistence (partial)
Traits: Optimistic synthesis, IDE-aware tooling, Concise outputs
Constraints: Hard parameter limits, Occasional context drops

Claude-4
Role: Code refinement (Phase 2+)
Memory: Full-context retention
Traits: Gold-standard code quality, Long-form coherence, Precision engineering
Constraints: Higher compute cost, Slower iteration speed

WORKFLOW
Phase 1: Deepseek-R1 + Copilot
Phase 2: Claude-4 + ThinkDeeper
Transfer Protocol: Compressed JSON state (R1→Copilot), Full context threading (Copilot→Claude)

TECH SPECS Quantum Backend: Qiskit Statevector Simulator
Knowledge Encoding: Dynamic TF-IDF vectors

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