From Code Foundation Models to Agents and Applications: A Comprehensive Survey and Practical Guide to Code Intelligence

arXiv — cs.CLTuesday, December 9, 2025 at 5:00:00 AM
  • Large language models (LLMs) have revolutionized automated software development, enabling the conversion of natural language into functional code, as highlighted in a comprehensive survey on code intelligence. This evolution is exemplified by tools like Github Copilot and Claude Code, which have significantly improved coding success rates on benchmarks like HumanEval.
  • The advancements in LLMs, particularly through models like Claude Code and Claude Opus 4.5, are crucial for companies like Anthropic and Microsoft, as they enhance coding efficiency and reduce operational costs, positioning them competitively in the AI landscape.
  • The integration of AI coding agents into platforms like Slack and Visual Studio Code reflects a broader trend of incorporating AI into everyday workflows, although challenges remain regarding the readiness of these agents for production use, highlighting ongoing debates about their reliability and effectiveness in real-world applications.
— via World Pulse Now AI Editorial System

Was this article worth reading? Share it

Recommended apps based on your readingExplore all apps
Continue Readings
2026 May Be the Year of the Mega I.P.O.
PositiveArtificial Intelligence
In 2026, significant initial public offerings (IPOs) are anticipated from major tech companies, including SpaceX, OpenAI, and Anthropic, potentially transforming the financial landscape of Silicon Valley and Wall Street. SpaceX is reportedly aiming to raise over $30 billion, with a valuation target of approximately $1.5 trillion, which could make it the largest IPO in history.
Slack Adds New AI Capabilities
PositiveArtificial Intelligence
Salesforce has enhanced Slack's AI capabilities by integrating an upgraded Slackbot powered by Anthropic's Claude model, as announced by Rob Seaman, Slack's chief product officer and interim CEO, during an appearance on Bloomberg Tech.
2026 may be the year of the mega IPO, as sources say Anthropic, OpenAI, and SpaceX took early steps to go public, setting up a watershed moment for the AI boom (New York Times)
PositiveArtificial Intelligence
In 2026, significant initial public offerings (IPOs) are anticipated from major tech companies such as Anthropic, OpenAI, and SpaceX, marking a potential watershed moment for the artificial intelligence sector. These companies have reportedly taken early steps towards going public, which could reshape the financial landscape of Silicon Valley and Wall Street.
Anthropic's Labs team gets a shake-up as Instagram co-founder Mike Krieger joins experimental AI unit
PositiveArtificial Intelligence
Anthropic has announced a significant restructuring of its Labs team, appointing Instagram co-founder Mike Krieger to lead the experimental AI unit alongside Ben Mann. This team has already achieved notable successes with products like Claude Code and the Model Context Protocol, indicating a strong focus on advancing AI capabilities.
Despite OpenAI partnership, Microsoft is one of Anthropic's biggest customers
NeutralArtificial Intelligence
Microsoft is reportedly spending nearly $500 million annually on Anthropic's AI models, positioning itself as one of Anthropic's largest customers despite its existing partnership with OpenAI. This strategic investment is likely aimed at enhancing Microsoft's negotiating power with OpenAI in the competitive AI landscape.
Microsoft Shuts Down Scam Website That Helped Fraudsters Steal Millions
NegativeArtificial Intelligence
Microsoft has successfully shut down a scam website that facilitated the theft of millions by fraudsters leveraging pirated software. This action underscores the company's commitment to combating cybercrime and protecting its users from malicious activities.
64% of UAE residents now use generative AI
PositiveArtificial Intelligence
A recent Microsoft study reveals that 64% of residents in the UAE are now utilizing generative AI, indicating a significant increase in AI adoption among the population. This trend reflects the growing integration of AI technologies into daily life and various sectors.
AI-Powered Code Editor Cursor Introduces Dynamic Context Discovery to Improve Token-Efficiency
PositiveArtificial Intelligence
Cursor has introduced a new method called dynamic context discovery, which aims to reduce the context size of requests sent to large language models. This innovative approach allows the AI to retrieve only the necessary information dynamically, minimizing token usage and avoiding irrelevant details. This development marks a significant advancement in AI-powered code editing tools.

Ready to build your own newsroom?

Subscribe to unlock a personalised feed, podcasts, newsletters, and notifications tailored to the topics you actually care about