…Evaluating AI Agents' Cybersecurity Capabilities with Real-World Vulnerabilities at Scale," arXiv preprint arXiv:2506.02548 (2025), https://arxiv.org/abs/2506.02548 . Related content Agentic coding and persistent returns to expertise…
…distinguish real regressions from noise, automatically test changes against hundreds of scenarios before shipping, or measure improvements. We’ve seen this progression play out many times. For instance, Claude Code started with…
…This could reflect the timeline of getting a paper to submission, as coding agent use is a recent phenomenon. But it could also reflect that coding agents are more useful at getting…
…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…
…API) and agentic coding tools like Claude Code score highest due to their potential to automate actions. Impact (0–30 points): Captures the real-world effects of the user’s behavior through…
…This result was using parallel test-time compute, a method that aggregates multiple “tries” from the model and selects from among them. Without a time limit, the model (used within Claude Code…
…actually take the time to learn something.” Changing relationship to coding craft. Some engineers embrace AI assistance and focus on outcomes (“I thought that I really enjoyed writing code, and I think…
…Claude writes orchestration code Instead of requesting tools one at a time, Claude generates Python code: { "type": "server_tool_use", "id": "srvtoolu_abc", "name": "code_execution", "input": { "code": "team = get_team_members…
…This is something we continue to invest in for Claude Code (for example, through real-time steering and OpenTelemetry ), and we encourage other product developers to do the same. It's too…
…Fellows will receive a full-time salary of $85,000 and benefits, support from a CodePath mentor, office hours from Anthropic for their technical questions, an expansive Claude token budget, and professional…