BTC $78,884.10 -1.01%
ETH $2,474.11 -0.33%
BNB $737.37 -1.24%
XRP $1.39 -1.58%
SOL $103.58 -2.16%
TRX $0.3340 -0.36%
DOGE $0.0893 +0.59%
ADA $0.2188 +0.23%
BCH $265.70 +3.81%
LINK $12.85 +4.87%
HYPE $85.46 -3.25%
AAVE $131.25 -2.00%
SUI $0.8071 +1.68%
XLM $0.1917 +4.00%
ZEC $1,152.92 -1.73%
BTC $78,884.10 -1.01%
ETH $2,474.11 -0.33%
BNB $737.37 -1.24%
XRP $1.39 -1.58%
SOL $103.58 -2.16%
TRX $0.3340 -0.36%
DOGE $0.0893 +0.59%
ADA $0.2188 +0.23%
BCH $265.70 +3.81%
LINK $12.85 +4.87%
HYPE $85.46 -3.25%
AAVE $131.25 -2.00%
SUI $0.8071 +1.68%
XLM $0.1917 +4.00%
ZEC $1,152.92 -1.73%

programming

All
Article
Flash

first_img Analysis: The demand for AI infrastructure is longer than that of the internet, and general programming still drives ARR

Analysis of the AI semiconductor and infrastructure cycle indicates that the demand for AI infrastructure will continue to exceed that of the internet era, as user penetration and per capita token are multiplied and converted into tokens, significantly raising the ceiling. User penetration has surpassed 50%, with growth primarily coming from the still-early per capita token; the median monthly AI spending per employee in U.S. companies is about $12, which could long-term approach around 10% of white-collar salaries, approximately $1,000 per month, leaving nearly two orders of magnitude of space in between. Unlike the flat subscriptions and extremely low marginal hardware consumption of the internet, the high costs of inference make the marginal cost of a single access higher, requiring greater infrastructure intensity.After developers program, the next ARR growth will still mainly come from broad programming: non-programmers use programming infrastructure to complete non-programming tasks across industries, with programming becoming the default execution kernel for agents. Tasks related to broad programming account for about 60% to 70% of ARR. As of June 2026, Codex accounted for 64% of the total output tokens from Codex and ChatGPT among OpenAI's enterprise clients; since February, Codex has seen a much higher weekly growth in verticals such as law, sales recruitment, and marketing compared to engineering. In Anthropic's revenue, narrow development/software accounts for about 40%, while finance and insurance exceed 20%, with law, life sciences, retail, and others also having considerable shares.The demand-side token growth logic remains, with a high overlap between funders and beneficiaries.

AMD launches enterprise-level AI programming platform Instinct Coder

AMD officially launched the on-premises AI programming platform AMD Instinct Coder for enterprises, integrating AMD EPYC processors, AMD Instinct GPUs, Supermicro AI servers, Spectro Cloud PaletteAI inference launch platform software, and the GLM-5.2 model optimized by AMD inference microservices, forming a comprehensive solution that is pre-integrated from hardware to software and can be quickly deployed.AMD stated that the total cost of ownership of this platform can reduce costs by up to 70% compared to using cloud-based cutting-edge models, with a capital recovery period as short as 6 months, directly addressing the two core pain points that enterprises commonly encounter in AI programming assistant pilots: the cost impact of cloud models and the data security risks of third-party services.Spectro Cloud's PaletteAI platform provides intelligent routing capabilities, allowing for strategic automatic switching between on-premises inference and cloud-based cutting-edge models from Anthropic, OpenAI, Google, and xAI, and is equipped with token quotas, audit tracking, and Grafana dashboards to visualize cost comparisons between on-premises and cloud environments, fully compatible with standard operating systems and Kubernetes. Each node can support up to 50 users and is compatible with mainstream development tools such as Claude Code, OpenAI Codex, Visual Studio Code, and Cursor.IDC executives commented that this platform "directly addresses the core needs of enterprises wanting AI programming productivity without the unpredictable cloud costs or risks of exposing source code." AMD's move shifts the AI programming assistant from a pure service model billed by usage to an infrastructure investment model with pre-planned costs.

first_img AI impacts the job market for junior programmers, but the "non-developer" programming community is on the rise

According to a recent article by npm co-founder Laurie Voss, research from Stanford University's Digital Economy Lab based on ADP payroll data shows that since the end of 2022, the number of employed junior software developers aged 22 to 25 has decreased by 19%, and entry-level software development positions have dropped by 28% from their peak, with the unemployment rate for computer science graduates rising to 6.1%. However, the total number of developers employed in the U.S. has still grown by 4.4% during the same period, with the employment of senior developers aged 41 to 49 increasing by 14%. Data from the U.S. Bureau of Labor Statistics (BLS) further indicates that over the past year, the number of "computer programmer" positions primarily responsible for writing code on demand has decreased by 16%, while positions for data scientists and core software developers that require more architectural judgment have increased by 12% and 2%, respectively.At the same time, the proliferation of AI tools has led to an explosion in software creation. GitHub added a record 36 million accounts and 121 million code repositories last year, and the number of app submissions to the Apple App Store surged by 80% year-on-year in the first quarter of 2026. Data from platforms like Vercel and Lovable indicates that over 60% of new users are "non-traditional developers" such as product managers and analysts. Industry analysts warn that as AI replaces basic coding tasks, the traditional "junior to senior" engineer apprenticeship promotion path has been disrupted, raising concerns about the safety of AI-generated code and challenging the future sources of senior developers. However, the latest hiring data from platforms like Indeed shows that the demand for related entry-level positions hit bottom in May 2025 and has begun to show signs of rebound.
app_icon
ChainCatcher Building the Web3 world with innovations.