FINAL_OUTPUT.txt

Loading HuggingFace LLM (phi-2)...
ML Models loaded successfully.
Initializing Agentic Orchestrator...
Running Agentic Orchestration for Telemetry: 715.0, 11.0, 99.967, 2533.0, 58.0

==================================================
 FINAL RESOURCE ALLOCATION REPORT
==================================================
1. Telemetry Observations
-------------------------
* Throughput: 715.0 Mbps
* Latency: 11.0 ms
* Reliability: 99.967%
* Density: 2533.0 devices/km2
* Mobility: 58.0 km/h

2. ML Diagnostics
-----------------
* Predicted Error State: Scale lag
* Stability Regime: Cluster 2 (Unstable / Degraded)

3. 3GPP Resource Allocation Recommendations
-------------------------------------------
Based on 3GPP TS 23.501, the system recommends:
* Slice Selection: Trigger predictive horizontal scaling for the eMBB slice.
* Mobility Management: Tune handover margins (A3-Offset) to mitigate ping-pong effects.
* QoS Flow Adjustment: Pre-emptively elevate priority for critical 5QI flows.