Compare GitHub Copilot approvals, Agentic Workflows and Agent Merge, and explore how teams define authority and evidence for sensitive AI-generated changes.
Why string-prefix checks fail to contain Python file downloads, how to check resolved path relationships, and where symlink races and authorization still matter.
Anthropic’s OSS Scanner brings recurring AI security scans to open source. Here is the evidence teams need when a suggested patch becomes a repository change.
Calculate the operational ROI of AI-assisted development evidence using review, audit, investigation, and compliance effort—not speculative breach costs.
OpenShell puts enforceable boundaries around autonomous agents. Coding agents bring the next evidence question into the repository: what change did the agent deliver, and how was it reviewed?