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Refresh: 789 validation sessions, 20 hardware platforms; humanizer pass on published prose

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  1. README.md +5 -5
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@@ -18,7 +18,7 @@ Each model family lives in its own HuggingFace repo containing all size variants
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  ---
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- ## Model Repositories
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  ### Detection
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@@ -39,7 +39,7 @@ Each model family lives in its own HuggingFace repo containing all size variants
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  ---
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- ## Repo Structure
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  Each model repo follows a consistent layout with platform folders:
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@@ -64,7 +64,7 @@ EdgeFirst/yolov8-det/
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  └── ...
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  ```
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- ## Naming Convention
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  **Pattern**: `{version}{size}-{task}-{precision}[-{variant}][.{platform}].{ext}`
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@@ -91,7 +91,7 @@ EdgeFirst/yolov8-det/
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  | Hailo-8L HEF | `yolov8n-det-int8.hailo8l.hef` |
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  | Jetson TensorRT FP16 | `yolov8n-det-fp16.orin-nano.engine` |
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- ## Supported Hardware
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  ![x86_64 | Linux](https://img.shields.io/badge/x86__64-Linux-6C757D?style=flat-square) ![aarch64 | Linux](https://img.shields.io/badge/aarch64-Linux-718096?style=flat-square) ![Apple | macOS](https://img.shields.io/badge/Apple-macOS-4B0082?style=flat-square) ![NXP i.MX 8M Plus](https://img.shields.io/badge/NXP-i.MX_8M_Plus-E8B820?style=flat-square) ![NXP i.MX 95](https://img.shields.io/badge/NXP-i.MX_95-1FA0A8?style=flat-square) ![NXP Ara240](https://img.shields.io/badge/NXP-Ara240-5BB8F5?style=flat-square) ![RPi5 + Hailo-8L](https://img.shields.io/badge/RPi5-Hailo--8L-D9534F?style=flat-square) ![NVIDIA Jetson](https://img.shields.io/badge/NVIDIA-Jetson-2E8B57?style=flat-square)
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@@ -104,7 +104,7 @@ EdgeFirst/yolov8-det/
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  - **RPi5 + Hailo-8L** β€” 13 TOPS, HailoRT HEF
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  - **NVIDIA Jetson Orin** β€” 67–157 TOPS, TensorRT
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- ## Validation Pipeline
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  Every artifact in the Model Zoo is measured on the same dataset on the same hardware users deploy on. Accuracy numbers and per-stage timing are produced by the same pipeline that runs the deployed model β€” there is no "benchmark configuration" separate from production.
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  ---
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+ ## Model repositories
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  ### Detection
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  ---
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+ ## Repo structure
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  Each model repo follows a consistent layout with platform folders:
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  └── ...
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  ```
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+ ## Naming convention
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  **Pattern**: `{version}{size}-{task}-{precision}[-{variant}][.{platform}].{ext}`
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  | Hailo-8L HEF | `yolov8n-det-int8.hailo8l.hef` |
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  | Jetson TensorRT FP16 | `yolov8n-det-fp16.orin-nano.engine` |
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+ ## Supported hardware
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  ![x86_64 | Linux](https://img.shields.io/badge/x86__64-Linux-6C757D?style=flat-square) ![aarch64 | Linux](https://img.shields.io/badge/aarch64-Linux-718096?style=flat-square) ![Apple | macOS](https://img.shields.io/badge/Apple-macOS-4B0082?style=flat-square) ![NXP i.MX 8M Plus](https://img.shields.io/badge/NXP-i.MX_8M_Plus-E8B820?style=flat-square) ![NXP i.MX 95](https://img.shields.io/badge/NXP-i.MX_95-1FA0A8?style=flat-square) ![NXP Ara240](https://img.shields.io/badge/NXP-Ara240-5BB8F5?style=flat-square) ![RPi5 + Hailo-8L](https://img.shields.io/badge/RPi5-Hailo--8L-D9534F?style=flat-square) ![NVIDIA Jetson](https://img.shields.io/badge/NVIDIA-Jetson-2E8B57?style=flat-square)
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  - **RPi5 + Hailo-8L** β€” 13 TOPS, HailoRT HEF
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  - **NVIDIA Jetson Orin** β€” 67–157 TOPS, TensorRT
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+ ## Validation pipeline
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  Every artifact in the Model Zoo is measured on the same dataset on the same hardware users deploy on. Accuracy numbers and per-stage timing are produced by the same pipeline that runs the deployed model β€” there is no "benchmark configuration" separate from production.
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