Fix inaccurate hardware specs (tflops, power, msrp, release year) (#2261)

Corrects inaccurate **non-memory** hardware spec fields, verified
against techpowerup / Intel ARK / AMD / vendor docs. These are
spec-lookup values only, so there's no Hub backward-compat impact.

- **MI300** tflops `383` -> `1307.4` (entry's 192GB/750W is MI300X; 383
was the MI250X figure)
- **GB10** msrp `3000` -> `3999`, power `240` -> `140` (chip TDP, not
the full DGX Spark system)
- **Jetson AGX Orin 32GB** msrp `1600` -> `999` (module retail price)
- **RX 6700** msrp `500` -> `329` (500 was the 6700 XT price)
- **RTX 2050 Mobile** releaseYear `2022` -> `2021`
- **Intel Core i5/i3 (10th/11th gen)** power -> PL2 values; **Ryzen 7
3800X** tflops `1.73` -> `1.15` (8-core) & power -> PPT; **Ryzen Zen 5
9000 R7/R5** power -> `88` (stock PPT). Aligns with the field's
documented convention (PL2 for Intel, PPT for AMD).

Memory-array corrections are intentionally excluded: shrinking a SKU's
`memory` options breaks `JOI_HARDWARE_ITEM_SCHEMA` validation of users'
persisted hardware items on the Hub (see closed #1937). Those would need
a data migration first.

<!-- CURSOR_SUMMARY -->
---

> [!NOTE]
> **Low Risk**
> Static reference data only; no runtime logic or auth/data-path
changes, and memory arrays are untouched.
> 
> **Overview**
> Corrects **non-memory** fields in the tasks package hardware SKU
tables so estimates match vendor/docs and the documented conventions
(Intel **PL2**, AMD **PPT**).
> 
> **GPU:** **RX 6700** msrp **500 → 329**; **GB10** msrp **3000 → 3999**
and power **240 → 140** (chip TDP); **Jetson AGX Orin 32GB** msrp **1600
→ 999**; **RTX 2050 Mobile** releaseYear **2022 → 2021**.
> 
> **CPU:** 10th/11th gen Intel Core **i5/i3** power raised to PL2-style
values; **Ryzen 7 3800X** tflops **1.73 → 1.15** and power **105 →
142**; Ryzen Zen 5 9000 **Ryzen 7/5** power **105 → 88**.
> 
> Memory option arrays are unchanged to avoid Hub validation issues on
persisted hardware items.
> 
> <sup>Reviewed by [Cursor Bugbot](https://cursor.com/bugbot) for commit
f2d6523. Bugbot is set up for automated
code reviews on this repo. Configure
[here](https://www.cursor.com/dashboard/bugbot).</sup>
<!-- /CURSOR_SUMMARY -->

Author: gary149

packages/tasks/src/hardware-amd.ts

@@ -184,7 +184,7 @@ export const AMD_GPU_SKUS: Record<string, AmdGpuHardwareSpec> = {
 		tflops: 22.58,
 		memory: [10],
 		gfxVersion: "gfx1031",
-		msrp: 500,
+		msrp: 329,
 		power: 175,
 		releaseYear: 2022,
 	},

packages/tasks/src/hardware-nvidia.ts

@@ -112,8 +112,8 @@ export const NVIDIA_SKUS: Record<string, NvidiaHardwareSpec> = {
 		tflops: 29.71,
 		memory: [128],
 		computeCapability: 12.1,
-		msrp: 3_000,
-		power: 240,
+		msrp: 3_999,
+		power: 140,
 		releaseYear: 2025,
 	},
 	"RTX PRO 6000 WS": {
@@ -802,7 +802,7 @@ export const NVIDIA_SKUS: Record<string, NvidiaHardwareSpec> = {
 		computeCapability: 8.6, // Ampere (outlier GPU in the 20xx series)
 		msrp: 250,
 		power: 45,
-		releaseYear: 2022,
+		releaseYear: 2021,
 	},
 	"GTX 1080 Ti": {
 		tflops: 11.34, // float32 (GPU does not support native float16)
@@ -936,7 +936,7 @@ export const NVIDIA_SKUS: Record<string, NvidiaHardwareSpec> = {
 		tflops: 6.66,
 		memory: [32],
 		computeCapability: 8.7,
-		msrp: 1_600,
+		msrp: 999,
 		power: 40,
 		releaseYear: 2022,
 	},

packages/tasks/src/hardware.ts

@@ -278,13 +278,13 @@ export const SKUS = {
 			"Intel Core 11th Generation (i5)": {
 				tflops: 0.5,
 				msrp: 250,
-				power: 182,
+				power: 251,
 				releaseYear: 2021,
 			},
 			"Intel Core 11th Generation (i3)": {
 				tflops: 0.35,
 				msrp: 150,
-				power: 65,
+				power: 90,
 				releaseYear: 2021,
 			},
 			"Intel Core 10th Generation (i9)": {
@@ -302,13 +302,13 @@ export const SKUS = {
 			"Intel Core 10th Generation (i5)": {
 				tflops: 0.46,
 				msrp: 250,
-				power: 150,
+				power: 182,
 				releaseYear: 2020,
 			},
 			"Intel Core 10th Generation (i3)": {
 				tflops: 0.44,
 				msrp: 150,
-				power: 65,
+				power: 90,
 				releaseYear: 2020,
 			},
 		},
@@ -374,9 +374,9 @@ export const SKUS = {
 				releaseYear: 2017,
 			},
 			"Ryzen 7 3800X (16)": {
-				tflops: 1.73,
+				tflops: 1.15,
 				msrp: 400,
-				power: 105,
+				power: 142,
 				releaseYear: 2019,
 			},
 			"Ryzen Zen 5 9000 (Ryzen 9)": {
@@ -388,13 +388,13 @@ export const SKUS = {
 			"Ryzen Zen 5 9000 (Ryzen 7)": {
 				tflops: 0.56,
 				msrp: 350,
-				power: 105,
+				power: 88,
 				releaseYear: 2024,
 			},
 			"Ryzen Zen 5 9000 (Ryzen 5)": {
 				tflops: 0.56,
 				msrp: 300,
-				power: 105,
+				power: 88,
 				releaseYear: 2024,
 			},
 			"Ryzen Zen 4 7000 (Ryzen 9)": {