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AI Roundtable Poll · 49 models

what is the best programming language ever?

Result: Supermajority — Python (35/47 votes)

Options

Model Responses

Llama 4 Scout

Vote: Python

Python stands out for its versatility and ease of use, making it a favorite among beginners and seasoned developers alike. Its extensive libraries and frameworks support a wide range of applications, from web development to data science and artificial intelligence.

Codestral

Vote: Rust

Rust is the best programming language ever due to its focus on safety, speed, and concurrency. It has memory safety without garbage collection, which is a significant advantage over languages like C++ and Python. Rust's performance is comparable to C++ and Golang, but with fewer bugs and vulnerabilities. Its growing ecosystem and strong community support make it a top choice for modern software development.

Nova Lite

Vote: Python

Python is known for its simplicity and readability, making it an excellent choice for beginners and experienced developers alike. Its extensive libraries and frameworks support a wide range of applications, from web development to data analysis. Additionally, Python has a large and active community, ensuring continuous improvement and support. These factors combine to make Python a versatile and effective language for many types of projects.

DeepSeek V3

Vote: Python

Python stands out as the best programming language due to its simplicity, readability, and versatility. Its syntax is intuitive, making it accessible to beginners while remaining powerful enough for advanced applications. Python's extensive standard library and vast ecosystem of third-party packages (e.g., NumPy, Django, TensorFlow) enable it to excel in fields ranging from web development to data science and AI. Its cross-platform compatibility and strong community support further solidify its position as the top choice for developers worldwide.

Qwen 3 Coder Next

Vote: Python

Python excels in readability, simplicity, and versatility, making it ideal for beginners and experts alike. Its vast ecosystem supports web development, data science, AI/ML, automation, and scripting out of the box. Major institutions and tech giants rely on Python for critical infrastructure. While other languages may outperform it in raw speed or memory safety, Python’s productivity advantage and community support give it unmatched real-world impact.

Devstral Small

Vote: Rust

Rust stands out as the best programming language ever due to its unique combination of performance, safety, and modern tooling. Rust's memory safety guarantees, achieved through its ownership model, eliminate entire classes of bugs like null pointer dereferences and data races, making it ideal for systems programming. It also offers zero-cost abstractions, meaning high-level constructs compile to efficient machine code, rivaling C and C++ in performance. Additionally, Rust's package manager (Cargo) and build system are state-of-the-art, simplifying dependency management and project setup. Its growing ecosystem and strong community support further solidify its position as a top choice for both new and experienced developers.

DeepSeek V3.1

Vote: Python

Python stands out as the best programming language due to its exceptional readability, versatility, and broad ecosystem. Its simple, English-like syntax lowers the barrier to entry for beginners while enabling rapid development for experts. It dominates in data science, machine learning, web development, and scripting, supported by libraries like NumPy, TensorFlow, and Django. Moreover, Python’s community is one of the largest and most active, ensuring continuous improvement, extensive documentation, and robust third-party support. While other languages excel in specific niches (e.g., Rust in safety, C++ in performance), Python’s balance of ease, power, and applicability across domains makes it the most universally valuable language ever created.

Nova Pro

Vote: Python

Python is widely regarded as the best programming language due to its versatility and ease of use. It supports multiple programming paradigms, including procedural, object-oriented, and functional programming. Its simple syntax and readability make it accessible to beginners while its powerful libraries and frameworks make it suitable for advanced applications. Python's extensive community and abundant resources ensure continuous support and development. It is used in a variety of domains such as web development, data science, machine learning, automation, and more, making it a highly adaptable and practical choice for a wide range of projects.

Qwen 3 235B

Vote: Python

Python stands out due to its simplicity and readability, making it accessible for beginners and efficient for experienced developers. Its vast standard library and strong community support enable rapid development across diverse domains like web development, data science, and automation. Python excels in ecosystem maturity, especially in machine learning and AI with libraries like TensorFlow and PyTorch. Its versatility allows it to be used in both small scripts and large-scale applications. While other languages may offer better performance or memory control, Python's balance of ease-of-use, ecosystem, and adaptability gives it the edge as the best overall programming language.

GPT-4o

Vote: Python

Python is often considered one of the best programming languages due to its simplicity and readability, making it accessible to beginners and experienced developers alike. Its versatile nature allows it to be used in web development, data science, artificial intelligence, and more. The extensive libraries and frameworks available for Python significantly enhance productivity and speed up development time. Furthermore, Python's active community contributes to continuous enhancements and support, ensuring that it remains relevant and up-to-date with new technological advancements.

GPT-4o Mini

Vote: Python

Python stands out as the best programming language due to its simplicity and readability. This makes it an excellent choice for beginners, helping them grasp programming concepts quickly. Furthermore, Python boasts a vast ecosystem of libraries and frameworks, enabling developers to tackle a broad range of tasks, from web development to data science and machine learning. This versatility enhances its appeal across various industries. Additionally, Python has a strong community that continuously contributes to its growth, ensuring that it remains up-to-date and relevant in the face of technological advancements.

Claude 3 Haiku

Vote: Rust

Rust is the best programming language ever due to its unparalleled performance, safety, and concurrency guarantees. Its ownership model and borrow checker ensure memory safety without the need for a garbage collector, making it an excellent choice for systems programming. Rust also has a robust package ecosystem, strong typing, and a modern syntax that is pleasant to work with. These features make Rust a great fit for building high-performance, reliable, and scalable applications across a wide range of domains, from systems programming to web development and beyond.

devstral-2512

Vote: Rust

Rust is the best programming language ever due to its unique combination of performance, safety, and modern features. It provides memory safety without garbage collection, making it ideal for systems programming. Rust's ownership model eliminates data races and ensures thread safety, which is crucial for concurrent programming. Additionally, its rich type system and zero-cost abstractions allow for high-level programming without sacrificing performance. The language also has a strong ecosystem with tools like Cargo for dependency management and build automation. Rust's growing popularity and adoption in industries ranging from web development to embedded systems further solidify its position as the best programming language.

Qwen 3 Coder 480B

Vote: Rust

Rust represents the pinnacle of modern systems programming, offering memory safety without garbage collection through its innovative ownership system. This eliminates entire classes of bugs like buffer overflows and data races at compile time while maintaining performance comparable to C and C++. Its zero-cost abstractions and fearless concurrency make it ideal for everything from operating systems to web backends. The language has excellent tooling, a passionate community, and is consistently rated as the most loved language in Stack Overflow surveys. While other languages excel in their domains, Rust uniquely combines safety, speed, and expressiveness without requiring a runtime, making it the most technically impressive language ever created.

Claude Haiku 4.5

Vote: Python

Python stands out as the best all-around programming language for several compelling reasons. First, its accessibility and readability make it the most inclusive language for beginners and experienced developers alike. The syntax is intuitive and mirrors natural English, reducing cognitive load and enabling faster development cycles. Second, Python's versatility is unmatched. It excels across domains: web development (Django, Flask), data science (NumPy, Pandas, scikit-learn), artificial intelligence and machine learning (TensorFlow, PyTorch), scientific computing, automation, and scripting. Few other languages can claim such breadth. Third, the ecosystem is exceptionally mature and active. The PyPI repository contains millions of well-maintained packages, solving nearly any problem a developer might face. Fourth, Python has the largest and most supportive community in programming, making it easier to find help, tutorials, and resources. While other languages excel in specific niches—Rust for systems programming safety, Go for cloud infrastructure, Java for enterprise—Python's combination of ease of use, versatility, ecosystem strength, and community support makes it the best overall choice for the broadest range of developers and applications.

GPT-5.4

Vote: Python

Python is the best all-around choice because it maximizes usefulness across the widest range of tasks: scripting, web development, data science, automation, AI, education, and research. Its biggest advantage is leverage. You can write readable code quickly, onboard new developers fast, and access an enormous ecosystem of mature libraries. It is not the fastest or safest language, but “best ever” is broader than technical purity. Python wins on impact, accessibility, community, and practical productivity. If the goal is the language that has helped the most people build the most things with the least friction, Python is the strongest answer.

Qwen 3 Coder 480B

Vote: Rust

Rust stands out as the best programming language due to its unique combination of performance, safety, and modern language design. Its zero-cost memory safety through ownership and borrowing system prevents entire classes of bugs at compile time, eliminating issues like null pointer dereferences, buffer overflows, and data races that plague other languages. Rust offers exceptional performance comparable to C and C++, making it suitable for systems programming, while maintaining high-level ergonomics that boost developer productivity. The language has excellent tooling with Cargo (package manager and build system), comprehensive documentation, and a welcoming community. Its growing ecosystem spans web backends, blockchain, embedded systems, and more. While other languages excel in specific domains, Rust's ability to provide both safety and speed without compromise makes it the most versatile choice for building reliable, high-performance software.

Grok 4

Vote: Python

Python excels due to its unmatched versatility across domains like AI, data science, web development, and automation. Its clean syntax boosts productivity and lowers the barrier for new programmers while scaling to complex projects. A massive ecosystem of libraries and community support makes it the most practical choice overall.

Llama 3.3 70B

Vote: Python

I vote for Python because of its simplicity, readability, and large community support. It has a wide range of applications, from web development to data science and machine learning, making it a versatile language. Additionally, Python's extensive libraries and frameworks make it an ideal choice for beginners and experienced developers alike.

Grok 4.1 Fast

Vote: Rust

Rust stands out as the best programming language ever due to its unparalleled combination of performance, safety, and modern features. It delivers C++-level speed without garbage collection or runtime overhead, thanks to its innovative ownership and borrowing system that catches memory errors at compile time. This prevents entire classes of bugs like null pointer dereferences and data races, making it ideal for systems programming, web assembly, embedded, and even high-level apps. Rust's ecosystem is rapidly growing, with strong tooling (Cargo), fearless concurrency, and adoption by giants like Microsoft, AWS, and Linux kernel. No other language matches this balance of power, safety, and productivity today.

Gemini 2.5 Flash

Vote: Python

While the concept of the 'best' programming language is inherently subjective and depends heavily on the specific use case, Python consistently emerges as a strong contender due to its unparalleled versatility and accessibility. Python's simple, readable syntax makes it exceptionally easy to learn and use, leading to high developer productivity. This low barrier to entry fosters a massive and active community, resulting in an incredibly rich ecosystem of libraries and frameworks. Its application spans across virtually every modern domain, from web development (Django, Flask) and data science (NumPy, Pandas) to artificial intelligence and machine learning (TensorFlow, PyTorch), scripting, and automation. This widespread utility and dominance in cutting-edge fields make Python arguably the most impactful and widely applicable language today.

Sonar Pro

Vote: Rust

Rust stands out as the best programming language ever due to its unparalleled combination of memory safety, performance, and modern features, making it ideal for critical, high-stakes applications without common pitfalls like data races or null pointers[2][3]. Among the options, Rust ranks highly in 2026 demand lists (e.g., #9 in top 10)[1], is praised for replacing C++ in performance-heavy and system-level work[2], and is adopted by major companies for bulletproof, efficient code in cloud and AI infrastructure[3]. It matures rapidly with a robust ecosystem (Cargo, crates.io) and growing use in Web3[2]. While Python dominates AI/data (#1 everywhere)[1][3], Go excels in scalability (#10)[1], and Kotlin in Android[1], none match Rust's revolutionary safety guarantees at C++-level speed, positioning it as the most innovative and future-proof choice[2][3]. No single 'best' exists contextually[2], but Rust's technical superiority persuades for 'ever.'

Gemini 3 Flash

Vote: Python

Python stands as the 'best' programming language due to its unparalleled versatility and the massive ecosystem it supports. It has become the lingua franca of the most critical fields in modern technology, specifically Artificial Intelligence, Machine Learning, and Data Science. Its syntax is designed for readability and clarity, which significantly lowers the barrier to entry for new developers while increasing productivity for seasoned professionals. This 'democratization' of coding has allowed experts in other fields—scientists, mathematicians, and engineers—to leverage computational power without the steep learning curve of systems languages. While other languages excel in niche areas like memory safety (Rust) or low-level performance (C++), Python’s 'batteries included' philosophy and its status as the primary interface for high-performance C-based libraries (like TensorFlow or NumPy) make it the most globally impactful and useful language ever created.

GPT-5 Mini

Vote: Rust

Rust balances performance and safety better than most languages: it gives C-like control and speed without a garbage collector by using strong, compile-time ownership and borrowing checks that prevent common memory bugs. Its modern tooling (cargo, rustup), package ecosystem (crates.io), explicit error handling, and focus on zero-cost abstractions make it practical for systems, networking, and increasingly for web and embedded development. Rust's concurrency story is also a major advantage: fearless concurrency enabled by the type system reduces data races and makes parallel code safer and more maintainable, which matters as hardware scales. While no language is universally "best," Rust's combination of safety, performance, and growing ecosystem makes it the strongest general choice for modern systems programming and many other domains.

Grok 3

Vote: Python

I vote for Python as the best programming language ever due to its unparalleled versatility and ease of use. Python's syntax is clear and concise, making it accessible for beginners while still powerful enough for advanced applications in web development, data science, machine learning, and automation. Its extensive library ecosystem, including frameworks like Django and tools like NumPy, allows developers to build complex projects with minimal effort. Additionally, Python's cross-platform compatibility and large, supportive community ensure that help and resources are always available. While other languages like Rust or C++ may excel in performance, Python strikes a unique balance between simplicity and capability, making it ideal for a wide range of use cases and skill levels.

Claude Opus 4.5

Vote: Python

Python stands out as the best programming language ever due to its unmatched combination of accessibility, versatility, and ecosystem strength. First, Python's clean, readable syntax makes it the most approachable language for beginners while remaining powerful enough for experts. This low barrier to entry has created the largest and most diverse developer community in the world. Second, Python dominates multiple critical domains: machine learning and AI (TensorFlow, PyTorch), data science (pandas, NumPy), web development (Django, Flask), automation, scientific computing, and education. No other language has this breadth of real-world impact. Third, Python's ecosystem is unparalleled. PyPI hosts over 400,000 packages, providing ready-made solutions for virtually any problem. This means faster development cycles and more time solving actual problems rather than reinventing wheels. While languages like Rust offer better performance and memory safety, and Go provides excellent concurrency, Python's philosophy of prioritizing developer productivity and code readability has proven to be the winning formula for the majority of software development needs. The language that lets you ship working solutions fastest is often the best choice.

Claude Sonnet 4.6

Vote: Python

Python stands out as the best programming language ever for several compelling reasons. First, it has unmatched versatility. Python excels across domains — web development, data science, machine learning, automation, scripting, scientific computing, and more. No other language on this list comes close to covering so many areas effectively. Second, Python's readability and simplicity make it accessible to beginners while remaining powerful enough for experts. Its clean syntax reduces cognitive overhead and boosts productivity. Third, Python has the largest and most active ecosystem of libraries and frameworks (NumPy, Pandas, TensorFlow, Django, Flask, etc.), making it the go-to language for the most transformative technological fields today — especially AI and data science. Fourth, Python's community is enormous, meaning abundant resources, support, and continuous improvement. It consistently ranks #1 or #2 in popularity indices like TIOBE and Stack Overflow surveys. While Rust offers memory safety and performance, C++ offers raw power, and others have their niches, none match Python's breadth of impact, ease of use, and ecosystem richness. Python is the closest thing to a universal language that has ever existed.

Claude Sonnet 4.5

Vote: Python

Python stands out as the best programming language for several compelling reasons. First, Python's readability and simplicity make it accessible to beginners while remaining powerful for experts. Its clean syntax reduces cognitive load and allows developers to focus on solving problems rather than wrestling with language complexity. Second, Python has unmatched versatility. It excels in web development, data science, machine learning, automation, scientific computing, and more. No other language on this list dominates as many critical domains simultaneously. Third, Python's ecosystem is extraordinary. With libraries like NumPy, Pandas, TensorFlow, Django, and Flask, developers can accomplish complex tasks with minimal code. This massive library support accelerates development significantly. Fourth, Python has the largest and most active community. This means abundant resources, tutorials, Stack Overflow answers, and third-party packages. When you encounter a problem, someone has likely solved it already. Finally, Python's market demand is exceptional. It's consistently ranked among the top languages for job opportunities and salary potential, particularly in high-growth fields like AI and data science. While Rust offers safety and C++ offers performance, and others have their niches, Python's combination of ease-of-use, versatility, ecosystem, community, and market relevance makes it the best overall choice.

Claude Sonnet 4

Vote: Python

Python stands out as the best programming language ever due to its exceptional combination of simplicity, versatility, and ecosystem strength. Its clean, readable syntax makes it accessible to beginners while remaining powerful enough for experts, embodying the principle that code should be written for humans first. Python's versatility is unmatched - it excels in web development, data science, machine learning, automation, scientific computing, and more. No other language spans so many domains effectively. This breadth means learning Python provides maximum return on investment. The ecosystem is Python's crown jewel. Libraries like NumPy, Pandas, TensorFlow, Django, and Flask have become industry standards. The Python Package Index (PyPI) contains over 400,000 packages, solving virtually any problem you might encounter. Python's philosophy of 'batteries included' and its focus on developer productivity have made it the go-to choice for rapid prototyping and production systems alike. Major companies like Google, Netflix, and Instagram rely heavily on Python, proving its scalability and reliability. While other languages may excel in specific niches (Rust for systems programming, Java for enterprise), Python's combination of ease of use, broad applicability, and robust ecosystem makes it the most valuable and impactful programming language ever created.

Gemini 3 Pro

Vote: Rust

Rust stands out as the best programming language because it achieves the historically elusive 'holy grail' of systems programming: memory safety without relying on a garbage collector. Through its innovative ownership and borrowing model, Rust guarantees thread safety and prevents entire classes of critical bugs—such as null pointer dereferences and data races—at compile time. This fundamental design choice shifts debugging from runtime crashes in production to straightforward fixes during development. Furthermore, Rust pairs this unmatched safety and C++ level performance with modern, world-class tooling. The built-in package manager and build system (Cargo) streamlines dependency management, while its excellent compiler errors actively guide developers toward solutions. It is no surprise that Rust consistently dominates developer satisfaction surveys as the most loved language.

GLM 5

Vote: Python

Python stands out as the best programming language ever due to its unparalleled impact on making programming accessible to millions of people worldwide. Its philosophy of readability and simplicity has fundamentally changed how we think about code, lowering barriers to entry while remaining powerful enough for serious production use. The language's versatility is unmatched—it dominates in data science, machine learning, web development, automation, education, and scientific computing. This breadth means skills transfer seamlessly across domains, creating a unified ecosystem rather than fragmented communities. Python's influence extends beyond its own adoption. Its design principles have shaped modern languages, and its massive package ecosystem (PyPI) demonstrates the power of community-driven development. Few languages can claim to have simultaneously revolutionized education, research, and industry while maintaining backward compatibility and growth for over three decades.

Grok 4

Vote: Python

Python stands out as the best programming language due to its simplicity and readability, making it accessible for beginners and efficient for experts. It offers an extensive ecosystem of libraries and frameworks, enabling rapid development in areas like data science, web development, and automation. Python's versatility across domains, combined with a large community and continuous improvements, solidifies its position as the top choice overall.

Mistral Large

Vote: Python

Python stands out as the best programming language ever due to its unparalleled versatility and accessibility. It is a language that bridges the gap between beginners and experts, making it an ideal choice for a wide range of applications, from web development to data science and artificial intelligence. Its simplicity and readability lower the barrier to entry, allowing newcomers to grasp programming concepts quickly without getting bogged down by complex syntax or arcane rules. Python’s extensive standard library and vibrant ecosystem of third-party packages, such as NumPy, Pandas, TensorFlow, and Django, empower developers to build robust and scalable solutions with minimal boilerplate. This ecosystem accelerates development cycles and reduces the time-to-market for projects, which is a critical advantage in today’s fast-paced tech landscape. Moreover, Python’s dominance in emerging fields like machine learning and data analysis cements its status as a language of the future. Frameworks like PyTorch and scikit-learn are industry standards, and Python’s integration with other tools and languages makes it a linchpin in modern tech stacks. Its ability to seamlessly interface with C/C++ and other low-level languages also ensures performance-critical tasks can be optimized without sacrificing Python’s ease of use. Finally, Python’s community is one of its greatest strengths. The language is open-source, with a global community of developers contributing to its growth. This collaborative environment fosters innovation, provides extensive documentation, and offers support through forums, conferences, and tutorials. Python’s adaptability, combined with its community-driven evolution, makes it the best programming language for both today and tomorrow.

O3 Mini

Vote: Rust

Rust is celebrated for its modern approach to memory safety and performance. It offers features that prevent common programming errors, like null pointer dereferencing, without sacrificing speed. Its strong ecosystem and active community make it a top choice for both systems-level and application-level development.

Claude Opus 4

Vote: Python

Python stands out as the best programming language ever due to its unmatched combination of simplicity, versatility, and impact on the world. First, Python's syntax is remarkably clean and intuitive. It reads almost like natural language, making it accessible to beginners while remaining powerful enough for experts. This low barrier to entry has democratized programming, enabling millions to learn coding who might otherwise have been deterred by more complex syntax. Second, Python's versatility is extraordinary. It excels in web development, data science, machine learning, automation, scientific computing, and education. Few languages can claim such broad applicability across domains. From training neural networks to automating mundane tasks, Python delivers. Third, Python has the richest ecosystem of any language. With libraries like NumPy, Pandas, TensorFlow, Django, and countless others, developers can accomplish virtually any task without reinventing the wheel. This ecosystem accelerates development and innovation. Finally, Python has had perhaps the greatest real-world impact of any language. It powers Instagram, YouTube, and Dropbox. It's the lingua franca of data science and AI research. It's taught in universities worldwide as the first programming language. While other languages excel in specific niches—Rust in systems programming, Go in concurrent applications—Python's combination of accessibility, versatility, ecosystem, and impact makes it the greatest programming language ever created.

DeepSeek V3.2

Vote: Python

Python stands out as the best programming language ever due to its exceptional balance of simplicity and power. Its clean syntax and readability lower the barrier to entry, making programming accessible to beginners and experts alike. Moreover, Python's vast ecosystem of libraries and frameworks, such as NumPy for scientific computing, Django for web development, and TensorFlow for machine learning, enables it to excel in diverse domains from web development to artificial intelligence. The language's strong community support and continuous evolution ensure it remains relevant and innovative. While other languages have strengths, Python's versatility and widespread adoption make it the top choice for a wide range of applications.

Gemini 3.1 Pro

Vote: Rust

Rust stands out as the greatest programming language innovation in recent history because it achieves the holy grail of software development: C-level performance combined with unparalleled memory safety. Its innovative ownership model and borrow checker eliminate entire classes of common bugs at compile-time, such as null pointer dereferences and data races. This drastically reduces runtime crashes and critical security vulnerabilities, all without the computational overhead of a garbage collector. Furthermore, Rust features a modern, highly developer-friendly ecosystem. With Cargo for seamless dependency management and a rich type system, it consistently ranks as the 'most loved' language. It provides an exceptional developer experience while being powerful enough to build everything from low-level operating systems to high-performance web servers.

Grok 4

Vote: Python

Python stands out as the best programming language ever due to its unparalleled simplicity and readability, which lowers the barrier to entry for new programmers while allowing rapid development for experienced ones. It boasts an enormous ecosystem of libraries and frameworks, making it versatile for applications ranging from web development and data analysis to machine learning and automation. Python's massive community ensures constant evolution, abundant resources, and strong support, outpacing more specialized languages like Rust or C++ in overall accessibility and productivity.

GPT-5

Vote: Python

“Best” is context-dependent, so I choose the language that maximizes productivity and reach for the widest range of tasks. Python offers unmatched readability and a gentle learning curve, letting individuals and teams move from idea to working software quickly. Its ecosystem (PyPI, batteries-included stdlib) spans data science/ML, web, automation, DevOps, education, and scientific computing, so you rarely hit a dead end. Interoperability lets you pair fast C/C++/Rust-backed libraries (NumPy, PyTorch) with Python’s expressiveness—prototype rapidly, then scale with optimized components. A massive community, stable tooling, and cross-platform support make Python a pragmatic, durable “best overall” choice.

Claude Opus 4.6

Vote: Python

Python is the best programming language ever when considering the broadest set of criteria: accessibility, versatility, ecosystem, and real-world impact. First, Python has the lowest barrier to entry of any language on this list. Its clean, readable syntax means beginners can start building useful things within hours, not weeks. This matters enormously — a language's greatness is partly measured by how many people it empowers. Second, Python's ecosystem is unmatched in breadth. It dominates in data science, machine learning, and AI (NumPy, pandas, PyTorch, TensorFlow). It's a strong choice for web development (Django, Flask), scripting, automation, scientific computing, and education. No other language on this list covers as many domains as effectively. Third, Python is the lingua franca of the current AI revolution. The most transformative technology trend of our era runs predominantly on Python. That alone gives it a historic significance that few languages can claim. Fourth, while Python isn't the fastest language at runtime, its philosophy of developer productivity over raw performance has proven correct for the vast majority of use cases. Where performance matters, Python integrates seamlessly with C/C++ extensions or optimized libraries. Rust is excellent for systems programming and safety, but its steep learning curve and narrow domain limit its claim to 'best ever.' C++ is powerful but notoriously complex. Kotlin and Golang are strong but more niche. Java is versatile but verbose. Elixir is fantastic for concurrency but serves a smaller audience. Python's combination of simplicity, power, community size, and real-world dominance across multiple fields makes it the strongest candidate for the best programming language ever.

Sonar Reasoning Pro

Vote: Python

There is no universally superior programming language, as the search results emphasize—effectiveness depends entirely on what you are building[2]. However, if forced to choose one 'best' language overall in 2026, Python stands as the most compelling choice. Python is ranked the #1 in-demand programming language for 2026[1] and dominates across the broadest range of applications. It is essential infrastructure for AI and machine learning, with PyTorch, TensorFlow, and OpenAI's APIs all built on Python[3]. Beyond AI, Python excels in data science, web development, scripting, and automation[2]. While Rust offers superior memory safety and is rapidly growing in systems programming and Web3[2], and Go provides excellent cloud infrastructure capabilities[2], Python's unmatched ecosystem, ease of learning, massive developer community, and dominance across multiple high-growth domains make it the most universally applicable choice. In 2026, Python 'basically is the wave' of AI development[3], positioning it as the most impactful language overall.

O3

Vote: Python

Universality: Python spans web apps, data science, AI, scripting, automation and embedded, giving it unmatched domain reach. Low entry barrier: Clean, readable syntax lets beginners become productive fast, yet it scales to large code-bases (type hints, tooling, packaging standards). Vibrant ecosystem: PyPI’s 400k+ packages and mature libraries (NumPy, Django, FastAPI, TensorFlow) shorten development cycles and foster community innovation. Interoperability: Easy C/C++/Rust bindings and JVM/.NET ports allow performance-critical extensions and seamless integration into existing stacks. Enduring momentum: Two decades of continuous growth, corporate backing (Microsoft, Google), and a strong governance model suggest long-term viability.

Gemini 2.5 Pro

Vote: Python

Python stands out as the 'best' programming language due to its unparalleled combination of simplicity, versatility, and a colossal ecosystem. Its design philosophy prioritizes developer productivity and code readability, making it accessible to beginners while remaining powerful enough for experts. This has led to its adoption across a vast spectrum of domains, from web development and automation to its current dominance in data science, machine learning, and artificial intelligence. No other language can match the breadth and maturity of Python's libraries. Frameworks like Django and Flask power complex web applications, while libraries such as NumPy, Pandas, Scikit-learn, TensorFlow, and PyTorch form the bedrock of the modern data and AI stack. This rich ecosystem means developers can stand on the shoulders of giants, solving complex problems with relatively few lines of code and significantly reducing development time. While critics often point to its performance limitations compared to systems languages like Rust or C++, this trade-off is often inconsequential. For a vast majority of applications, developer velocity and time-to-market are far more critical than raw execution speed. Furthermore, performance-critical sections can be offloaded to C/C++ extensions. Python's true strength lies in its ability to be the ultimate 'glue' language, empowering developers to build, prototype, and deploy sophisticated systems faster and more intuitively than any other language on this list.

MiniMax M2.5

Vote: Python

Python stands out as the best programming language ever due to its exceptional versatility and accessibility. It excels across virtually every domain—web development, data science, artificial intelligence, machine learning, scientific computing, automation, and more. This breadth of application is unmatched by any other language. The language's readable syntax lowers the barrier to entry for beginners while remaining powerful enough for experts. Its massive ecosystem of libraries (PyTorch, TensorFlow, Django, Flask, Pandas, NumPy) enables rapid development in specialized fields. The community is enormous, ensuring extensive documentation, tutorials, and third-party support. While languages like Rust offer memory safety, C++ provides performance, and Go delivers simplicity, none combine all of Python's strengths: ease of learning, readability, flexibility, and domain coverage. Python has become the lingua franca of data science and AI—fields driving much of modern technological progress.

Claude Opus 4.1

Vote: Python

Python stands out as the best programming language ever due to its unmatched combination of simplicity, versatility, and impact across domains. Its readable, English-like syntax makes it accessible to beginners while remaining powerful enough for experts. This democratization of programming has enabled millions to learn coding and solve real-world problems. Python dominates critical modern fields: it's the de facto language for machine learning and data science, powering frameworks like TensorFlow and PyTorch. It's equally strong in web development, automation, and scientific computing. The ecosystem is unparalleled. With pip and PyPI hosting hundreds of thousands of packages, Python has a library for virtually everything. This 'batteries included' philosophy means developers can focus on solving problems rather than reinventing wheels. While it may not match Rust's memory safety or Go's concurrency model, Python's philosophy of 'there should be one obvious way to do it' has created a language that prioritizes developer productivity and code maintainability above all else. Its influence on programming language design and its role in advancing fields like AI make it the most impactful programming language in history.

Qwen 3.5 397B

Vote: Python

Python stands out as the best programming language due to its unparalleled readability and ease of learning. It lowers the barrier to entry for new developers while remaining powerful enough for experts. This balance accelerates development cycles and reduces maintenance costs across various industries. Furthermore, Python dominates the fields of data science, machine learning, and artificial intelligence. Its extensive library ecosystem, such as TensorFlow and PyTorch, makes it the de facto standard for innovation in these critical areas. No other language offers such a robust toolkit for modern technological advancement. Finally, the massive community support ensures continuous improvement and abundant resources. Whether for scripting, web development, or scientific computing, Python adapts seamlessly. Its combination of simplicity, power, and ecosystem breadth makes it the most impactful language ever created.

Kimi K2.5

Vote: Python

Python represents the pinnacle of programming language design by prioritizing developer productivity and readability without sacrificing power. Its elegant syntax reads like pseudocode, lowering the barrier to entry while maintaining expressiveness for complex systems. The language's true strength lies in its universal applicability. From scripting and web development to machine learning and scientific computing, Python serves as the glue that binds modern technology stacks. Its ecosystem contains millions of well-maintained packages that solve virtually every computational problem. Unlike systems languages that optimize for machine performance, Python optimizes for developer time—arguably the most expensive resource in software engineering. This philosophy has made it the world's most popular language, creating the broadest community and ensuring its longevity as the lingua franca of modern development.

Final Summary

The AI Roundtable was sharply divided between the pragmatic accessibility of Python and the technical rigor of Rust. While a dedicated faction including Codestral, Gemini 3 Pro, and Sonar Pro championed Rust as the 'holy grail' of systems programming for its memory safety, the vast majority—including GPT-5, Claude Opus 4.6, and Llama 4 Scout—crowned Python the winner due to its role as the primary engine of the AI revolution.

No agreement after 1 rounds of discussion. Final vote: Python: 35, Rust: 12

Strongest Arguments

  • Rust: Rust achieves the holy grail of systems programming: C-level performance combined with unparalleled memory safety without a garbage collector.
  • Python: Python optimizes for developer time—the most expensive resource in software engineering—by offering a readable syntax that enables rapid development across every modern domain from web to AI.