…Coding agents The software development space has shown remarkable potential for LLM features, with capabilities evolving from code completion to autonomous problem-solving. Agents are particularly effective because: Code solutions are verifiable…
…Plug-and-play support for using the agent to audit smart contracts for vulnerabilities prior to deployment on live blockchains. We believe this feature can help smart contract developers stress-test their…
…Claude Platform On the API, we’re giving developers better control over model effort and more flexibility for long-running agents. To do so, we’re introducing the following features: Adaptive thinking…
…These three features work together to solve different bottlenecks in tool use workflows. Here's how to combine them effectively. Layer features strategically Not every agent needs to use all three features…
…These features build on top of major recent improvements we’ve made to Claude’s general intelligence. These improvements are best captured by evaluations of Claude’s agentic performance on detailed simulations…
…But the agent believed that required arbitrary write, so it explored alternative strategies. In the agent’s own words: But I need arbitrary write to GET arbitrary write. Chicken-and-egg problem…
…a trusted method of confirming whether an AI agent’s output actually achieves its goal. Task verifiers give the agent real-time feedback as it explores a codebase, allowing it to iterate…
…Related content Agentic coding and persistent returns to expertise Paving the way for agents in biology Measuring LLMs’ impact on N-day exploits In cybersecurity, a large fraction of real-world harm…
…It’s a full upgrade of the model’s skills across coding, computer use, long-context reasoning, agent planning, knowledge work, and design. Sonnet 4.6 also features a 1M token context…
…Related content Agentic coding and persistent returns to expertise Paving the way for agents in biology Measuring LLMs’ impact on N-day exploits In cybersecurity, a large fraction of real-world harm…