Create LiMp-Pipeline-Integration-System/

LiMp-Pipeline-Integration-System

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+├─ api/                       # FastAPI microservice
+│  ├─ main.py
+│  ├─ schemas.py
+│  ├─ router_consensus.py
+│  ├─ router_hallucination.py
+│  └─ router_rerank.py
+├─ consensus/                 # Core algorithms (phase coherence, Cardy proxy, trinary)
+│  ├─ __init__.py
+│  ├─ topo.py                 # TopologicalConsciousness shim
+│  └─ metrics.py              # similarity, agreement, utilities
+├─ adapters/                  # Model wrappers (OpenAI, Anthropic, local, HF Embeddings)
+│  ├─ __init__.py
+│  ├─ base.py
+│  ├─ openai_adapter.py
+│  ├─ anthropic_adapter.py
+│  ├─ hf_sentence_tfm_adapter.py
+│  └─ local_gguf_adapter.py
+├─ experiments/               # Reproducible experiments
+│  ├─ exp_dual_llm_resonance.ipynb
+│  ├─ exp_trinary_vs_binary.ipynb
+│  └─ exp_observer_saturation.ipynb
+├─ scripts/
+│  ├─ run_server.sh
+│  ├─ run_dual_llm_resonance.py
+│  └─ build_pdf.sh
+├─ paper/
+│  ├─ EFL_3^627_Unified.tex
+│  └─ EFL_3^627_Unified.pdf  # built via tectonic
+├─ tests/
+│  ├─ test_phase_coherence.py
+│  ├─ test_trinary.py
+│  └─ test_cardy_proxy.py
+├─ .env.example
+├─ .gitignore
+├─ Makefile
+├─ pyproject.toml
+├─ README.md
+└─ LICENSE