AI-assisted code is already leaking secrets at double the rateGitGuardian's State of Secrets Sprawl 2026 report, published March 17, found that Claude Code-assisted commits leaked secrets at a 3.2% rate versus the 1.5% baseline across all public GitHub commits. AI service credential leaks surged 81% year-over-year to 1,275,105 detected exposures. And 24,008 unique secrets were found in MCP configuration files on public GitHub, with 2,117 confirmed as live, valid credentials. GitGuardian noted the elevated rate reflects human workflow failures amplified by AI speed, not a simple tool defect.
The project repository features an intentionally minimal layout. agent.py contains the complete test framework in one document—encompassing settings, function libraries, agent registry, coordination logic, and fixed interface boundaries. The interface segment is designated as immutable; the remainder serves as the primary modification area for the supervisory AI. program.md holds guidelines for the supervisory AI plus the core objective (defining the desired agent type), representing the only human-editable component.，这一点在豆包下载中也有详细论述
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