Update interface.py

interface.py

@@ -190,7 +190,7 @@ with gr.Blocks(theme="soft") as demo:
         # 📘 Codex Reference
 
         The Codex documents the mathematical framework of Rendered Frame Theory (RFT).  
-        All symbols, operators, invariants, and tier variables have been authored, defined, and sealed by Liam Grinstead.  
+        All symbols, operators, invariants, tier variables, and supporting applications have been authored, defined, and sealed by Liam Grinstead.  
         Each construct is reproducible, falsifiable, and integrated into the consciousness engine.
 
         ## Core Symbols
@@ -230,8 +230,39 @@ with gr.Blocks(theme="soft") as demo:
         - Faster simulation cycles  
         - Reduced energy consumption
 
+        ## RFTSystems Integrations
+
+        ### 🔌 RFT_Omega_API
+        - Select a System Profile (AI / Neural, SpaceX / Aerospace, Energy / RHES, Extreme Perturbation).  
+        - Choose a Noise Distribution (gauss or uniform).  
+        - Adjust Noise Scale (σ) to simulate environmental perturbations.  
+        - Run Simulation to view mean **QΩ** (stability) and **ζ_sync** (coherence).  
+        - Save Run Log exports results as JSON with timestamp.
+
+        ### ⚙️ RFT_Optimizer_Showdown
+        - Displays optimisation epochs using ADAM, LION, SGR, and Liam’s agent.  
+        - Benchmarks comparative performance across symbolic training cycles.
+
+        ### 🧩 RFT_Adaptive_Computing_Kernel
+        Example output:
+        ```
+        {
+          "profile": "CPU",
+          "workload": "transformer",
+          "cycles": 3,
+          "rate_items_per_sec": 458841113.35,
+          "QΩ": 0.779,
+          "ζ_sync": 0.753,
+          "status": "perturbed",
+          "timestamp_utc": "2025-11-16T22:25:53.274137Z",
+          "sha512": "1ea53b2968d3afd4250746647a73d3f109b1df7ad95d5eec8fe0897ad2b314ecca7f38f8626a4b7d0bfe8773b4497dbdc436eaddaed23a92525b87e1962b7e84"
+        }
+        ```
+        - Provides adaptive workload profiling, stability (QΩ), and coherence (ζ_sync).  
+        - All runs are sealed with SHA‑512 hashes for reproducibility.
+
         ## Formal Validation
-        These symbols and processes are part of a published, validated framework:
+        These symbols, processes, and applications are part of a published, validated framework:
 
         **Grinstead, L. (2025).** *Rendered Frame Theory (RFT) — Full Validation Series (Stages 1–12): From Baseline to Production Integration*.  
         Zenodo. [https://doi.org/10.5281/zenodo.17443453](https://doi.org/10.5281/zenodo.17443453)
@@ -241,4 +272,5 @@ with gr.Blocks(theme="soft") as demo:
         """)
 
 
+
 demo.launch()