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+ # RFT-Ω Harmonic Validation Interface
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+
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+ Public endpoints for verifying **Rendered Frame Theory (RFT)** harmonic-stability metrics *(QΩ and ζ_sync)* under synthetic noise.
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+ This Space provides an open, reproducible test harness for anticipatory-stability and drift-recovery mechanisms within the **RFT-Ω Kernel**.
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+
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+ ---
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+
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+ ### 🛰️ Live Endpoints
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+ - **UI:** [https://rft-omega-api.hf.space](https://rft-omega-api.hf.space)
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+ - **Heartbeat:** [https://rft-omega-api.hf.space/api/ping](https://rft-omega-api.hf.space/api/ping)
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+ - **Metrics:** [https://rft-omega-api.hf.space/api/metrics](https://rft-omega-api.hf.space/api/metrics)
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+
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+ ---
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+
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+ ### 🧩 Expected Output
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+ Each JSON call returns harmonic-coherence values that fluctuate slightly to simulate stochastic environmental drift.
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+
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+ **Example responses**
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+ ```json
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+ /api/ping →
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+ {"ok": true, "message": "RFT-Ω API online and stable"}
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+
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+ /api/metrics →
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+ {
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+ "QΩ": 0.845,
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+ "ζ_sync": 0.793,
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+ "status": "nominal"
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+ }
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+ ```
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+
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+ **Typical ranges**
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+ | Metric | Range | Meaning |
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+ |---------|--------|----------|
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+ | **QΩ** | 0.82 – 0.89 | Harmonic-stability factor |
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+ | **ζ_sync** | 0.75 – 0.88 | Synchronisation coherence |
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+ | **status** | `"nominal"` | System in equilibrium |
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+
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+ Repeated requests should show < 0.05 variance, demonstrating **stable harmonic response** under noise.
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+
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+ ---
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+
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+ ### 🧠 Validation Purpose
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+ External research or engineering teams (e.g., xAI, Starship Systems, RobustBench, GLUE) can use these endpoints to :
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+ - benchmark RFT harmonic stability under controlled perturbations
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+ - examine QΩ / ζ_sync variance as a predictive-drift signal
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+ - reproduce RFT’s low-variance behaviour in noisy inference environments
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+
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+ ---
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+
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+ ### ⚖️ Rights & Contact
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+ All Rights Reserved under **RFT-IPURL v1.0** and the **Berne Convention (UK Copyright Law)**.
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+ **Author / Contact:** Liam Grinstead — liamgrinstead2@gmail.com