Nội dung
- NVIDIA continues to push AI inference costs lower
- Riverside 2.0 wants to turn AI video into a “content machine”
- Claude for WordPress: AI moves straight into website management
- Acti: the ambition to turn the keyboard into an “agent” rather than a typing tool
- The U.S. Department of War launches War Force to recruit AI engineers and modernize systems
- A perspective for the Vietnamese market
- References
AI continues to show an extremely fast pace of innovation, not only at the model layer but also in infrastructure, creative tools, and the way businesses integrate AI into workflows. For Vietnamese marketers, this latest wave of developments is worth watching because it directly affects content operating costs, website automation, user experience, and how creative teams are organized in the AI era.
NVIDIA continues to push AI inference costs lower
NVIDIA said its inference software is continuing to reduce token costs even after AI infrastructure has already been deployed. According to the announcement, over one month on the NVIDIA Blackwell platform, software optimizations helped DeepSeek V4 improve performance by up to 5 times, while also bringing token costs down to about one-fifth of before.
The notable point is that NVIDIA is not only talking about hardware. The company emphasizes that its integrated inference software stack creates cumulative improvements across multiple layers such as runtime, kernel, networking, and hardware. The claim of “up to 20 times higher throughput on the same GPU” shows that today’s AI race is no longer just about buying more chips, but about optimizing the entire stack to reduce the cost per inference.
For businesses using AI to create content, support customers, or analyze data, this message is very important: AI operating efficiency can improve significantly after systems go live, rather than stopping at the initial deployment stage. Source: NVIDIA on X.
Riverside 2.0 wants to turn AI video into a “content machine”
In the content creation space, Riverside introduced Riverside 2.0 with the positioning of an “AI Producer” that can create authentic content while users sleep. The message they put forward is quite direct: many AI videos today are still seen as “slop,” meaning they feel unnatural and lack real practical value; meanwhile, what content creators really need is a tool that helps them produce consistently and more systematically.
Although the source information only goes as far as a brief introduction, the direction Riverside 2.0 is pursuing clearly reflects a major shift: AI video is not just about generating clips quickly, but about supporting the entire content production chain, from ideation and editing to publishing. For marketers, this signals that AI video platforms will increasingly compete on the ability to “work like a producer” rather than just as motion image generators.
What remains to be seen is the level of quality control, realism, and brand voice fit. Source: Nadav Keyson on X.
Claude for WordPress: AI moves straight into website management
The next notable item is Claude for WordPress. According to the source’s introduction, users only need to connect the website, after which Claude, with its paid plan, can handle most site-related work: writing posts, managing media, optimizing SEO, editing themes, and even intervening in theme files. Everything is controlled through natural language, with no need for local installation or an additional AI package.
What makes this different is that the product is described as a real plugin that can be used right away, rather than just an experimental “Claude for X” idea. For marketing teams running websites on WordPress, this is a sign that AI is moving deeper into the content infrastructure layer, where humans previously had to perform many repetitive tasks manually.
If deployed widely, this kind of tool could significantly shorten publishing time, but it also raises the need for tighter review to avoid content inaccuracies, SEO errors, or theme updates that do not fit the brand. Source: John Turner on X.
Acti: the ambition to turn the keyboard into an “agent” rather than a typing tool
Acti, introduced as an “Agentic Keyboard,” takes a very different approach from a conventional AI keyboard. Instead of only correcting grammar or typing faster with voice, the product is described as an “invisible agent” inside every input field, not predicting the next word but carrying out the user’s next action.
This idea points to a bigger ambition: the keyboard is no longer just a text input tool, but becomes a layer that coordinates actions in digital interfaces. If successful, it could change how users interact with email, forms, CRM systems, or work management platforms.
For marketers, the interesting part lies in its ability to shorten repetitive operational tasks: from drafting replies and filling out forms to updating campaigns and handling internal requests. However, real usefulness will depend on reliability, data access permissions, and how transparent the AI is when acting on the user’s behalf. Source: Young on X.
The U.S. Department of War launches War Force to recruit AI engineers and modernize systems
In the field of AI deployment at state scale, the U.S. Department of War said it has launched War Force together with the U.S. Office of Personnel Management to recruit top engineers for a tour of duty to modernize the apparatus and spread AI across the joint force. According to the source, engineers will be assigned to many different positions, even down to the unit level, to deliver concrete results for the military.
The hiring requirements are also quite strict: candidates must be U.S. citizens, eligible for Secret or Top Secret clearance, and work primarily in Washington, DC. The application deadline was announced as 10/7/2026. Although this is a defense-oriented program, it shows that AI has become a strategic priority at the level of large organizations, where technology talent is directly mobilized to solve modernization challenges.
For marketers and technology professionals in Vietnam, this is a reminder that the AI race is not only about commercial products, but also about organizational capability, talent, and the ability to deploy AI into the most complex systems. Source: Department of War CTO on X.
A perspective for the Vietnamese market
Overall, these 5 new items show that AI is moving in three very clear directions: lowering operating costs, automating content creation, and penetrating deeply into core workflows. For Vietnamese businesses, the opportunity lies in using AI to reduce content production costs, speed up website management, and help teams operate more multitaskingly.
However, the important lesson is not to chase “AI for the sake of AI.” Businesses should prioritize use cases that can be measured, such as cost per piece of content, publishing time, error rates in operations, or team productivity. At the same time, they need to establish a human review layer to ensure quality, brand consistency, and data safety.
In other words, AI will not just be a tool for creating content faster, but a new infrastructure for modern marketing. Those who organize their processes better will benefit more from this wave.
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References
- NVIDIA inference software keeps driving down token costs, long after AI infrastructure is deployed
- AI Videos are ALL slop. AI should be making you a content machine. Introducing Riverside 2.0
- Today, we’re introducing Claude for WordPress
- The last major keyboard moment was in 2007… introducing Acti, the Agentic Keyboard
- The @DeptofWar, in partnership with @USOPM, has launched War Force…
