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This article argues that large language models represent a new level in the history of software abstraction, making natural language the interface, enhancing human agency, but not ending programming—instead, continuing the trend of intention replacing implementation.
This article explores how domain-specific languages (DSLs) improve the reliability and design insight when using LLMs for code generation, emphasizing iterative design and constrained syntax.
Anthropic's Claude Science desktop application focuses on solving the digital grunt work in scientists' daily research, such as data integration and supercomputer scheduling, rather than pursuing a grand-narrative AI scientist. It lowers the barrier to scientific computing through a natural language interface.
GLARE is an LLM-based interface that translates natural language questions into SQL queries over local explanation data, enabling users to interactively explore global explanations of black-box image classifiers.
A developer creates a personal tool that integrates a local AI model (Qwen 3.6 via llama.cpp) and a small agent (Pi) into the zsh terminal, using a comma prefix to suggest shell commands and a question mark to answer questions, with an emphasis on safety by only proposing commands rather than executing them.
This paper presents a schema-grounded natural language interface for transportation safety analysis that uses a large language model to interpret user queries while preserving deterministic execution against an authoritative database. The framework is evaluated on a Massachusetts transportation safety database, successfully executing all queries and correcting errors in 29% of cases, demonstrating a practical approach to broadening access to safety data.
EPFL researchers developed Synthegy, an AI framework that uses large language models to guide chemical retrosynthesis and reaction mechanism analysis through natural language instructions, significantly improving strategic planning for chemists.
OpenAI has acquired Software Applications Incorporated, the maker of Sky, a natural language AI interface for Mac that can understand screen context and take actions in apps. Sky's macOS integration and team will be folded into ChatGPT to enhance its ability to help users get things done on their computers.