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DEV Community
dev.to > alpha_lay_6947683a9151300 > emulators-are-not-enough-a-practical-checklist-for-real-android-device-testing-4b43

Emulators Are Not Enough: A Practical Checklist for Real Android Device Testing

4+ day, 12+ hour ago   (613+ words) Emulators are one of the best things to happen to mobile development. They are fast, cheap, scriptable, and easy to reset. For a lot of development work, they are exactly what you should use first. But most mobile teams eventually…...

DEV Community
dev.to > cv-user203040 > i-benchmarked-9-object-detection-models-on-the-same-gpu-heres-what-changed-2ppm

I benchmarked 9 object-detection models on the same GPU — here's what changed

6+ day, 8+ hour ago   (599+ words) Published object-detection benchmarks are useful, but comparing them directly can be difficult. A model's published latency may depend on the GPU, precision, batch size, framework, TensorRT, and other optimizations used during testing. Two models with similar numbers on paper can…...

DEV Community
dev.to > changyou > ios-visual-regression-testing-with-simctl-and-pixel-diffs-4eme

iOS Visual Regression Testing with simctl and Pixel Diffs

6+ day, 14+ hour ago   (1181+ words) A practical UIKit screenshot pipeline, a paywall layout bug, and the failure modes to fix before... Tagged with ai, ios, swift....

DEV Community
dev.to > mdfaizanahmed786 > i-built-a-free-responsive-tester-because-devtools-only-shows-one-device-at-a-time-a51

I built a free responsive tester because DevTools only shows one device at a time

1+ week, 1+ day ago   (24+ words) DevTools responsive mode has one limitation that's never been fixed: you see one device at a... Tagged with showdev, webdev, css, beginners....

DEV Community
dev.to > eddie3k > i-benchmarked-17-electron-apps-on-an-8gb-mac-and-built-an-alternative-that-uses-22gb-ram-mnm

I benchmarked 17 Electron apps on an 8GB Mac (and built an alternative that uses 2.2GB RAM)

1+ week, 3+ day ago   (192+ words) Like many developers, I work on an 8GB Mac (2019 MacBook Pro). If you keep Slack, Teams, Outlook, Spotify, and Notion open, Activity Monitor quickly climbs past 10GB and swap memory thrashes your machine. I built Rammax (https://rammax.vercel.app) to fix this by sharing…...

DEV Community
dev.to > aws-builders > three-gemma-4-deployments-on-one-t4g-for-under-3-what-the-runtime-changes-and-what-it-doesnt-2cin

Three Gemma 4 Deployments on One T4G for Under $3: What the Runtime Changes, and What It Doesn't

1+ week, 5+ day ago   (1818+ words) This article provides a step by step comparison of three Gemma 4 deployments on a single AWS hosted GPU enabled system. A suite of Python MCP tools is built to simplify management of each deployment, and one benchmark harness is shared…...

DEV Community
dev.to > aws-builders > g5g-vs-g6-for-llm-serving-the-same-code-and-37x-the-throughput-5a39

g5g vs g6 for LLM Serving: the Same Code, and 3.7x the Throughput

2+ week, 14+ hour ago   (820+ words) This article compares two AWS GPU instance families for serving a small language model, using a payload that is byte-identical on both. The older family loses 87% of decode to dtype conversion, and nothing in any log, metric or health check…...

MakeUseOf
makeuseof.com > compress-windows-to-free-up-storage

I made Windows compress itself with one command and benchmarked the catch

2+ week, 6+ day ago   (13+ words) MakeUseOf...

DEV Community
dev.to > megapixel99 > comparing-int4-and-nvfp4-palettes-on-real-gradient-tensors-g99

Comparing INT4 and NVFP4 Palettes on Real Gradient Tensors

3+ week, 2+ day ago   (557+ words) Then I ran the comparison on 45 real gradient tensors instead of synthetic ones. Uniform INT4 wins on 44 of 45 rotated, and on 41 of 45 unrotated. The condition I attached to the claim was an artifact of how I generated fake data, and the…...

DEV Community
dev.to > dev_michael > the-cheapest-model-on-my-plan-loses-every-benchmark-it-still-beats-models-charging-14x-more-2po8

The cheapest model on my plan loses every benchmark. It still beats models charging 14x more.

3+ week, 2+ day ago   (884+ words) The cheapest model I can run on my plan costs $0.14 per million tokens. The one I actually reach for costs $0.44. I put them side by side expecting the cheap one to be close. It lost all four benchmarks. Coding, reasoning,…...