= Unprecedented • AI Model Compute Costs High / Rising + Inference Costs Per Token Falling = Performance Converging + Developer Usage Rising • AI Usage + Cost + Loss Growth = Unprecedented • AI Monetization China USA – LLM #2 AI Model Compute Costs High / Rising + Inference Costs Per Token Falling = Performance Converging + Developer Usage Rising 3 Cost of Key Technologies Relative to Launch Year % of competitive. Breakthroughs in large models, cost-per-token declines, open-source proliferation and chip performance improvements are making new tech advances increasingly more powerful, accessible, and economically

through sparse computation. Compared with DeepSeek 67B, DeepSeek-V2 achieves significantly stronger performance, and meanwhile saves 42.5% of training costs, reduces the KV cache by 93.3%, and boosts the maximum even with only 21B activated parameters, DeepSeek-V2 and its chat versions still achieve top-tier performance among open-source models. The model checkpoints are available at h t t p s : / / g i t h u b . p S e e k - V 2 . 0 20 40 60 80 100 Activated Parameters (Billions) 55 60 65 70 75 80 Performance (MMLU) DeepSeek-V2 DeepSeek 67B LLaMA 1 33B LLaMA 1 65B LLaMA 2 13B LLaMA 2 34B LLaMA 2

applies to all components in a project that have Allow translation propagation turned on. Hint: For performance reasons, the check might not find all inconsistencies, it limits number of matches. Note: This checks which you can see in the admin interface, just follow the Performance report link in the admin interface, or open the /manage/performance/ URL directly. See also: Monitoring Weblate, Monitoring Celery format does autodetection of file encoding. This can be unreliable in some corner cases and causes performance penalty. Please choose file format variant with encoding to avoid this (for example CSV file (UTF-8))

applies to all components in a project that have Allow translation propagation turned on. Hint: For performance reasons, the check might not find all inconsistencies, it limits number of matches. Note: This checks which you can see in the admin interface, just follow the Performance report link in the admin interface, or open the /manage/performance/ URL directly. See also: Monitoring Weblate, Monitoring Celery format does autodetection of file encoding. This can be unreliable in some corner cases and causes performance penalty. Please choose file format variant with encoding to avoid this (for example CSV file (UTF-8))

applies to all components in a project that have Allow translation propagation turned on. Hint: For performance reasons, the check might not find all inconsistencies, it limits number of matches. Note: This checks which you can see in the admin interface, just follow the Performance report link in the admin interface, or open the /manage/performance/ URL directly. See also: Monitoring Weblate, Monitoring Celery format does autodetection of file encoding. This can be unreliable in some corner cases and causes performance penalty. Please choose file format variant with encoding to avoid this (for example CSV file (UTF-8))

applies to all components in a project that have Allow translation propagation turned on. Hint: For performance reasons, the check might not find all inconsistencies, it limits number of matches. Note: This checks which you can see in the admin interface, just follow the Performance report link in the admin interface, or open the /manage/performance/ URL directly. See also: Monitoring Weblate, Monitoring Celery format does autodetection of file encoding. This can be unreliable in some corner cases and causes performance penalty. Please choose file format variant with encoding to avoid this (for example CSV file (UTF-8))

propagation turned on. Summary:: Scope:: Check class:: Check identifier:: Flag to ignore:: Hint For performance reasons, the check might not find all inconsistencies, it limits number of matches. Note This checks which you can see in the admin interface, just follow the Performance report link in the admin interface, or open the /manage/performance/ URL directly. See also Monitoring Weblate, Monitoring Celery format does autodetection of file encoding. This can be unreliable in some corner cases and causes performance penalty. Please choose file format variant with encoding to avoid this (for example CSV file (UTF-8))

applies to all components in a project that have Allow translation propagation turned on. Hint: For performance reasons, the check might not find all inconsistencies, it limits number of matches. Note: This checks which you can see in the admin interface, just follow the Performance report link in the admin interface, or open the /manage/performance/ URL directly. See also: Monitoring Weblate, Monitoring Celery Weblate can automatically detect several widespread file formats, but this detection can harm your performance and will limit features specific to given file format (for example automatic addition of new translations)

applies to all components in a project that have Allow translation propagation turned on. Hint: For performance reasons, the check might not find all inconsistencies, it limits number of matches. Note: This checks which you can see in the admin interface, just follow the Performance report link in the admin interface, or open the /manage/performance/ URL directly. See also: Monitoring Weblate, Monitoring Celery Weblate can automatically detect several widespread file formats, but this detection can harm your performance and will limit features specific to given file format (for example automatic addition of new translations)

applies to all components in a project that have Allow translation propagation turned on. Hint For performance reasons, the check might not find all inconsistencies, it limits number of matches. Note This checks which you can see in the admin interface, just follow the Performance report link in the admin interface, or open the /manage/performance/ URL directly. See also Monitoring Weblate, Monitoring Celery Weblate can automatically detect several widespread file formats, but this detection can harm your performance and will limit features specific to given file format (for example automatic addition of new translations)