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AI Industry: amd and adobe Moves

The artificial intelligence sector is buzzing with new developments, ranging from advanced coding tools and strategic industry partnerships to fluctuating market sentiments and critical discussions around ethics and regulation. ByteDance's Doubao-Seed-Code has emerged as a notable player, demonstrating its capability to transform visual inputs like doodles and UI layouts into functional code, including clean HTML, CSS, and React, often achieving high Lighthouse accessibility scores. This model, part of the Volcano Engine family, proves remarkably cost-effective, rebuilding core app features for as little as $0.04 to $0.11 each and generating a complete website for just $0.03. It boasts ultra-low costs, efficient tool use, and a large 256K context window, making it adept at agentic coding tasks like repo-aware edits and test-first approaches. Grok 4.1 also showcased impressive coding skills, achieving an 82% pass rate for Python utilities, 76% for JavaScript DOM tasks, and 71% for SQL queries on the first attempt, performing like a skilled junior developer. Meanwhile, other vision AI models, including GPT-4o, Claude, Gemini, and Llama, continue to advance in converting images into functional code, accelerating prototyping. The AI infrastructure landscape is seeing significant expansion, with AMD, Cisco, and Saudi Arabia's Humain announcing a joint venture on November 19, 2025. This partnership plans to build a one-gigawatt AI infrastructure network by 2030, starting with a 100-megawatt data center in Saudi Arabia by 2026, utilizing AMD's MI450 AI chips and Cisco's networking equipment, with Luma AI as the initial major customer. In the software realm, Adobe announced its acquisition of marketing software company Semrush for $1.9 billion on November 19, 2025, aiming to enhance its AI marketing offerings. Similarly, edtech firm LearnUpon acquired German AI-assisted course creator Courseau on the same day, seeking to accelerate content creation. The broader financial markets have reflected a mixed sentiment towards AI stocks. After a four-day losing streak for the S&P 500 and Dow Jones Industrial Average, driven by investors moving away from AI-related equities, Wall Street saw a rebound on Wednesday. The Nasdaq Composite led gains, rising 1.4%, as attention now shifts to Nvidia's upcoming fourth-quarter earnings report, expected to be a key indicator for the AI sector. Ethically and regulatorily, OpenAI's CEO of Applications, Fidji Simo, addressed concerns about AI's potential impact on mental health, including 'AI loneliness' and 'AI addiction,' noting that Meta did not adequately anticipate product risks. OpenAI, serving 800 million users weekly, acknowledges the constant emergence of new safety issues. An Edelman poll highlighted a significant global disparity in AI trust, with 87% of Chinese people trusting AI compared to much lower percentages in Western nations like the US (32%). Domestically, Pennsylvania lawmakers are actively opposing a federal effort to ban state-level AI regulation, arguing that states can respond more swiftly to emerging AI threats. Finally, Google DeepMind is intensifying its robotics efforts, hiring former Boston Dynamics CTO Aaron Saunders to integrate its AI models, such as Gemini, with physical robots, with CEO Demis Hassabis envisioning an 'Android play' for robotics and predicting a major breakthrough soon. Beyond robotics, AI continues to prove its value in marketing, helping Chief Marketing Officers achieve goals faster by improving revenue, awareness, and cost efficiency through advanced data analysis and generative AI.

Key Takeaways

ByteDance's Doubao-Seed-Code offers ultra-low-cost AI coding solutions, capable of generating a full website for $0.03 and rebuilding app features for $0.04-$0.11 per run.
Doubao-Seed-Code excels at transforming visual inputs into functional code (HTML, CSS, React) and supports complex agentic coding tasks with a 256K context window.
Grok 4.1 demonstrates strong coding proficiency, achieving 82% pass rates for Python, 76% for JavaScript, and 71% for SQL tasks on the first attempt.
AMD, Cisco, and Humain formed a joint venture on November 19, 2025, to build a one-gigawatt AI infrastructure network by 2030, starting with a 100-megawatt data center in Saudi Arabia using AMD MI450 chips.
Adobe announced its acquisition of Semrush for $1.9 billion on November 19, 2025, to enhance its AI marketing offerings with Semrush's AI-powered SEO and digital advertising tools.
OpenAI's CEO of Applications, Fidji Simo, addressed concerns about AI's mental health risks, including 'AI loneliness' and 'AI addiction,' and noted Meta's past failure to anticipate product risks.
Public trust in AI is significantly higher in China (87%) compared to Western nations like the US (32%), UK (36%), and Germany (39%), according to an Edelman poll.
Google DeepMind hired former Boston Dynamics CTO Aaron Saunders to lead its expanded robotics efforts, aiming to integrate AI models like Gemini with various physical robots.
The AI stock market experienced a recent downturn, with the S&P 500 and Dow Jones Industrial Average seeing four-day losing streaks, though a rebound occurred ahead of Nvidia's Q4 earnings report.
Pennsylvania lawmakers are actively opposing a federal effort to ban state-level AI regulation, arguing that states can respond more quickly to emerging AI threats.

Doubao Vision AI turns doodles into working code

On November 17, 2025, a test showed Doubao-Seed-Code can turn images into useful code. The AI model accurately recognized UI layouts, text, charts, and even Python error messages from screenshots. It generated clean, semantic HTML, CSS, and React code that matched designs and achieved a perfect Lighthouse accessibility score. While it performed well, providing clear context improved its accuracy and prevented it from guessing.

Doubao AI rebuilds popular apps for under one dollar

Camille tested Doubao-Seed-Code from November 12-15, 2025, to see if she could rebuild core features of popular AI apps for under one dollar each. She recreated a Meeting Notes Cleaner, Research Summarizer, Cold Email Personalizer, and a PDF FAQ Chat. Using Python and FastAPI, she tracked token usage and found that each app's core function cost between $0.04 and $0.11 per run. The experiment showed Doubao-Seed-Code offers a cost-effective way to build practical AI tools.

Doubao AI builds a complete website for three cents

On November 16-17, 2025, a developer used Doubao-Seed-Code to build a full, responsive landing page for a fictional app called "Paperseed." The website included features like a pricing grid and email capture. Using HTML, Tailwind CDN, and vanilla JavaScript, with an option for Vite and TypeScript, the project was hosted for free on Cloudflare Pages. The total cost for generating the code was only $0.03, and the resulting website achieved high Lighthouse scores for performance and accessibility.

ByteDance Doubao AI offers three powerful coding features

ByteDance's Doubao Coding AI, specifically Doubao-Seed-Code, offers three powerful features for developers. It provides ultra-low costs due to batch-friendly workflows, efficient tool use that reduces token consumption, and reusable context within its large 256K context window. This long context allows the AI to remember project details, making refactors safer and enabling cross-file reasoning. Developers can use it for tasks like repository onboarding, targeted code reviews, and controlled migrations, saving time and improving accuracy.

Doubao AI excels at agentic coding tasks

On November 16-17, 2025, tests showed Doubao-Seed-Code performs well in agentic coding, where the AI plans, acts, observes, and refines its work. The model demonstrated smart planning, making repo-aware edits in a Next.js codebase and suggesting test-first approaches. It also showed explicit tool use and remembered past decisions, adapting its strategies. While it sometimes struggled with niche library usage and multi-file refactors, its practical approach makes it a strong coding assistant.

Doubao-Seed-Code officially launches with key features

ByteDance officially released Doubao-Seed-Code around November 15-16, 2025, offering a starter kit for building with Doubao AI models. Key features include a simple one-command setup, clear chat completion examples, and smooth streaming capabilities. It also provides basic error handling, lightweight scaffolding for adding new routes, and placeholders for Retrieval Augmented Generation (RAG). This release aims to give developers a fast and clear way to integrate Doubao APIs into their projects.

Volcano Engine introduces new Doubao coding model

On November 19, 2025, Volcano Engine launched Doubao-Seed-Code, a new coding model designed for practical development tasks. This model excels at bug fixes, code refactoring, answering questions about code repositories, and making structured code edits. Early tests on November 18 showed it produces clean, structured code differences and practical test suggestions. Doubao-Seed-Code handles multi-file reasoning well with proper context and avoids risky shell commands, making it a reliable coding companion.

ByteDance unveils Doubao AI coding strategy

ByteDance has entered the AI coding market with its Doubao model, part of the Volcano Engine family. Doubao is positioned as a general AI with strong code understanding, offering features like code generation, refactoring, and test writing. From November 12-14, 2025, tests showed it effectively refactored Python code, generated pytest tests for FastAPI, and created TypeScript utilities. ByteDance optimized Doubao for cost-to-quality, making it a balanced and budget-friendly competitor for everyday coding tasks.

Vision AI model transforms images into code

From November 12-15, 2025, tests explored how vision coding models can turn images into functional code. These AI models do more than just read text; they understand layout, components, and structure from UI mockups, charts, and even handwritten notes. For example, a Figma export of a pricing page was converted into responsive React code with Tailwind, including semantic HTML and ARIA attributes. While not perfect, these models, including GPT-4o, Claude, Gemini, and Llama, show great potential for quickly prototyping and generating code from visual inputs.

Grok 4.1 AI shows strong coding skills

A recent evaluation assessed Grok 4.1's code programming skills across Python, JavaScript, and SQL tasks. The AI model achieved an 82% pass rate for Python utilities, 76% for JavaScript DOM tasks, and 71% for SQL queries on the first try. It solved algorithm problems quickly, generated correct Pandas and FastAPI code, and optimized a 120-line ETL script by reducing lines and improving memory use. Grok 4.1 demonstrated strong debugging capabilities and produced clean, maintainable code, performing like a skilled junior developer.

Dow and S&P 500 drop as AI stocks fall

On Tuesday, the S&P 500 and Dow Jones Industrial Average both experienced four-day losing streaks. Investors moved away from AI-related stocks, causing significant drops in semiconductor companies and other equities tied to the AI trade. The S&P 500 fell 0.8%, and the Dow Jones Industrial Average dropped 499 points, or 1.1%. The Nasdaq Composite also fell 1.2%, reflecting a broader market downturn in the AI sector.

AI tech slump causes Dow and S&P 500 to fall

On Tuesday, the Dow Jones Industrial Average and S&P 500 both declined due to a slump in the technology sector, especially among AI-related companies. Investors are rethinking the fast growth and high values of AI stocks, leading to a market correction. Major tech firms in the AI boom saw their stock prices drop significantly. Analysts suggest this could be a period of market consolidation after a long rally driven by excitement for AI.

Nasdaq rebounds before Nvidia earnings report

On Wednesday, Wall Street saw a rebound, ending its longest losing streak since August. The Nasdaq Composite led the gains, rising 1.4%, while the S&P 500 increased by 0.7% and the Dow Jones Industrial Average added 0.5%. This market improvement happened as Treasury yields dropped. Investors are now focused on Nvidia's fourth-quarter earnings report, which is due after the market closes on Thursday, as it will be a key indicator for the broader AI sector.

AMD Cisco and Humain launch AI venture

On November 19, 2025, AMD, Cisco, and Saudi Arabia's Humain announced a new joint venture to build AI infrastructure. The venture will start with a 100-megawatt data center in Saudi Arabia, with construction planned for 2026 using renewable energy. Luma AI, a generative video startup, will be the first major customer, contracting the entire initial capacity. AMD will provide MI450 AI chips, and Cisco will supply networking equipment, with plans to expand to one gigawatt of data centers by 2030 for markets across Asia, Europe, India, the Middle East, and Africa.

AMD Cisco and Humain partner for AI infrastructure

On November 19, 2025, AMD, Cisco, and HUMAIN announced a joint venture to build world-leading AI infrastructure, starting in Saudi Arabia. This partnership plans to deploy up to one gigawatt of AI infrastructure by 2030, with an initial 100-megawatt phase set for 2026. HUMAIN will provide data centers, AMD will supply Instinct MI450 Series GPUs, and Cisco will offer critical infrastructure solutions. This collaboration aims to boost Saudi Arabia's AI-driven economy, addressing the high demand for GPU capacity among Saudi organizations.

AI helps marketing leaders achieve goals faster

AI helps Chief Marketing Officers (CMOs) achieve key marketing goals faster by improving revenue, awareness, and cost efficiency. AI uses advanced data analysis to connect every customer interaction to revenue, offering a complete view beyond traditional attribution models. Predictive AI prioritizes high-quality sales leads and uses conversational AI to book meetings, speeding up the sales process. Additionally, generative AI reduces content creation costs, and audience analytics help optimize spending on marketing campaigns.

OpenAI executive addresses AI mental health risks

On November 18, 2025, OpenAI's CEO of Applications, Fidji Simo, stated that Meta did not anticipate the risks of its products well. Her first major task under Sam Altman at OpenAI was to address mental health concerns related to AI chatbots, including "AI loneliness" and "AI addiction." Simo also launched an AI certification program to boost worker skills. She acknowledged the ongoing challenge of new safety issues emerging weekly due to OpenAI's rapid feature rollout, despite serving 800 million users per week.

China shows higher trust in AI than Western nations

An Edelman poll released on Tuesday revealed that public trust in artificial intelligence is much higher in China than in Western countries. 87% of Chinese people trust AI, compared to 32% in the US, 36% in the UK, and 39% in Germany. Over 70% of Chinese respondents expect AI to help solve major societal problems like climate change and poverty. This survey highlights a significant difference in how people view AI, with China showing greater optimism and acceptance of the technology.

LearnUpon acquires AI course creator Courseau

On November 19, 2025, Dublin-based edtech company LearnUpon acquired German AI-assisted course creator Courseau for an undisclosed amount. Courseau, founded in Berlin in 2023, helps businesses create learning content, such as workplace training, up to 50 times faster. Its technology generates text and audio in over 120 languages. This acquisition combines LearnUpon's delivery platform with Courseau's AI authoring tools, aiming to address the learning industry's content bottleneck. Courseau will be fully integrated into LearnUpon in early 2026.

Adobe buys Semrush for 1.9 billion dollars

On November 19, 2025, Adobe Inc. announced it will acquire marketing software company Semrush Holdings Inc. for $1.9 billion in an all-cash deal. The acquisition, valued at $12 per share, is expected to close in the first half of 2026. Adobe aims to boost its AI marketing offerings, providing marketers a complete view of their brand across various online channels. Semrush specializes in AI-powered software for search engine optimization, social media, and digital advertising, complementing Adobe's existing Experience Cloud products.

Pennsylvania lawmakers oppose federal AI regulation ban

On November 19, 2025, Pennsylvania lawmakers, including Republican Rep. Natalie Mihalek and Democratic Rep. Joe Ciresi, expressed outrage over a new federal effort to stop states from regulating artificial intelligence. This attempt involves adding language to the National Defense Authorization Act (NDAA) that would ban state-level AI laws. Lawmakers argue that states can respond to emerging AI threats faster than the federal government. They are actively opposing this move, which they believe would leave citizens unprotected from potential AI harms.

Google DeepMind hires Boston Dynamics CTO for robotics

Google DeepMind has hired Aaron Saunders, the former Chief Technology Officer of Boston Dynamics, to lead its expanded efforts in robotics. Saunders will help integrate Google DeepMind's AI models, like Gemini, with physical robots, including humanoids and other forms. Demis Hassabis, CEO of Google DeepMind, envisions this as an "Android play" for robotics, aiming for AI systems that work across various robot designs. This move highlights Google DeepMind's commitment to advancing AI-powered robotics, with Hassabis predicting a major breakthrough soon.