Update README.md

README.md

@@ -13,17 +13,15 @@ tags:
 
 # SpotVortex TFT Dual-Head Risk Model (ONNX)
 
-Production ONNX artifact used by SpotVortex for spot instance risk inference. Outputs dual risk scores — capacity and runtime — per instance type and availability zone.
+Production ONNX artifact used by SpotVortex for spot instance risk inference. Outputs dual risk scores; capacity and runtime per instance type and availability zone.
 
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 ## Data Source
 
 Training data is sourced from **SpotLake** spot market telemetry:
 🔗 [https://spotlake.ddps.cloud/](https://spotlake.ddps.cloud/)
 
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 ## Cloud Scope
 
 | Dimension | Value |
@@ -32,7 +30,6 @@ Training data is sourced from **SpotLake** spot market telemetry:
 | Instance Families | 57 (see below) |
 
 ### Supported Instance Families
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 | Gen | Compute (`c`) | General Purpose (`m`) | Memory (`r`) | Burstable (`t`) |
 |:---:|---|---|---|---|
 | **5** | `c5` `c5a` `c5ad` `c5d` `c5n` | `m5` `m5a` `m5ad` `m5d` `m5dn` `m5n` `m5zn` | `r5` `r5a` `r5ad` `r5b` `r5d` `r5dn` `r5n` | `t2` `t3` `t3a` |
@@ -40,9 +37,7 @@ Training data is sourced from **SpotLake** spot market telemetry:
 | **7** | `c7a` `c7g` `c7gd` `c7gn` `c7i` `c7i-flex` | `m7a` `m7g` `m7gd` `m7i` `m7i-flex` | `r7a` `r7g` `r7gd` `r7i` `r7iz` | `t4g` |
 
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 ## Artifact Contents
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 | File | Description |
 |------|-------------|
 | `tft.onnx` | ONNX computation graph |
@@ -52,11 +47,9 @@ Training data is sourced from **SpotLake** spot market telemetry:
 | `LICENSE` | Non-commercial proprietary terms |
 
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 ## Model Interface
 
 ### Input
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 | Property | Value |
 |----------|-------|
 | Tensor type | `float32` |
@@ -64,16 +57,13 @@ Training data is sourced from **SpotLake** spot market telemetry:
 | Features per timestep | 10 |
 
 ### Outputs
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 | Tensor Name | Description |
 |-------------|-------------|
 | `capacity_score` | Predicted spot capacity availability risk |
 | `runtime_score` | Predicted spot instance interruption/runtime risk |
 
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 ## Usage & Restrictions
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 | Topic | Detail |
 |-------|--------|
 | Runtime integration | Use the SpotVortex agent repository |