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Copilot</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Write better code with AI</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/features/ai/github-app" data-analytics-event="{&quot;action&quot;:&quot;github_copilot_app&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;github_copilot_app_link_platform_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy 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1.922-1.453 3.375-3.547 3.64.531.344.89 1.094.89 1.954v1.625c0 .468.391.734.86.547C13.781 14.359 16 11.53 16 8.03 16 3.61 12.406 0 7.984 0 3.563 0 0 3.61 0 8.031a7.88 7.88 0 0 0 5.172 7.422c.422.156.828-.125.828-.547v-1.25c-.219.094-.5.156-.75.156-1.031 0-1.64-.562-2.078-1.609-.172-.422-.36-.672-.719-.719-.187-.015-.25-.093-.25-.187 0-.188.313-.328.625-.328.453 0 .844.281 1.25.86.313.452.64.655 1.031.655s.641-.14 1-.5c.266-.265.47-.5.657-.656"></path></svg>GitHub Copilot app</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Direct agents from issue to merge</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/mcp" data-analytics-event="{&quot;action&quot;:&quot;mcp_registry&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;mcp_registry_link_platform_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavLink-module__title__Q7t0p"><svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-mcp 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NavLink-module__subtitle__X4gkW">Integrate external tools</span></span></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--monospace___QXHDQ Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--100___B2ueX Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavGroup-module__title__Wzxz2" id="_R_9knd_">DEVELOPER WORKFLOWS</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_9knd_"><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/features/actions" data-analytics-event="{&quot;action&quot;:&quot;actions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;actions_link_platform_navbar&quot;}"><span 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7H4v4a1 1 0 0 0 1 1h4v-1.25C9 9.784 9.784 9 10.75 9h3.5c.966 0 1.75.784 1.75 1.75v3.5A1.75 1.75 0 0 1 14.25 16h-3.5A1.75 1.75 0 0 1 9 14.25v-.75H5A2.5 2.5 0 0 1 2.5 11V7h-.75A1.75 1.75 0 0 1 0 5.25Zm1.75-.25a.25.25 0 0 0-.25.25v3.5c0 .138.112.25.25.25h3.5a.25.25 0 0 0 .25-.25v-3.5a.25.25 0 0 0-.25-.25Zm9 9a.25.25 0 0 0-.25.25v3.5c0 .138.112.25.25.25h3.5a.25.25 0 0 0 .25-.25v-3.5a.25.25 0 0 0-.25-.25Z"></path></svg>Actions</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Automate any workflow</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/features/codespaces" 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Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Instant dev environments</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/features/issues" data-analytics-event="{&quot;action&quot;:&quot;issues&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;issues_link_platform_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD 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work</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/features/code-review" data-analytics-event="{&quot;action&quot;:&quot;code_review&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;code_review_link_platform_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavLink-module__title__Q7t0p"><svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-code NavLink-module__icon__ltGNM" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path></svg>Code Review</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Manage code changes</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/features/code-quality" data-analytics-event="{&quot;action&quot;:&quot;code_quality&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;code_quality_link_platform_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD 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Primer_Brand__Link-module__Link--label___jM8Ty"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavLink-module__title__Q7t0p"><svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-code-square NavLink-module__icon__ltGNM" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M0 1.75C0 .784.784 0 1.75 0h12.5C15.216 0 16 .784 16 1.75v12.5A1.75 1.75 0 0 1 14.25 16H1.75A1.75 1.75 0 0 1 0 14.25Zm1.75-.25a.25.25 0 0 0-.25.25v12.5c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25V1.75a.25.25 0 0 0-.25-.25Zm7.47 3.97a.75.75 0 0 1 1.06 0l2 2a.75.75 0 0 1 0 1.06l-2 2a.749.749 0 0 1-1.275-.326.749.749 0 0 1 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NavLink-module__icon__ltGNM" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M4 4a4 4 0 0 1 8 0v2h.25c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 12.25 15h-8.5A1.75 1.75 0 0 1 2 13.25v-5.5C2 6.784 2.784 6 3.75 6H4Zm8.25 3.5h-8.5a.25.25 0 0 0-.25.25v5.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-5.5a.25.25 0 0 0-.25-.25ZM10.5 6V4a2.5 2.5 0 1 0-5 0v2Z"></path></svg>Secret protection</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Stop leaks before they start</span></span></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ NavGroup-module__hasSeparator__FnMrN"><span class="Primer_Brand__Text-module__Text___XeGJJ 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rel="noreferrer"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Blog</span><svg data-component="Octicon" focusable="false" aria-label="External link" class="octicon octicon-link-external" role="img" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 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display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path></svg></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/marketplace" data-analytics-event="{&quot;action&quot;:&quot;marketplace&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;marketplace_link_platform_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD 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Primer_Brand__Text-module__Text--100___B2ueX Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavGroup-module__title__Wzxz2" id="_R_5l7d_">BY COMPANY SIZE</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_5l7d_"><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/enterprise" data-analytics-event="{&quot;action&quot;:&quot;enterprises&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;enterprises_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Enterprises</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/team" data-analytics-event="{&quot;action&quot;:&quot;small_and_medium_teams&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;small_and_medium_teams_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Small and medium teams</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/enterprise/startups" data-analytics-event="{&quot;action&quot;:&quot;startups&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;startups_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Startups</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/industry/nonprofits" data-analytics-event="{&quot;action&quot;:&quot;nonprofits&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;nonprofits_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Nonprofits</span></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--monospace___QXHDQ Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--100___B2ueX Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavGroup-module__title__Wzxz2" id="_R_9l7d_">BY USE CASE</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_9l7d_"><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/use-case/app-modernization" data-analytics-event="{&quot;action&quot;:&quot;app_modernization&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;app_modernization_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">App Modernization</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/use-case/devsecops" data-analytics-event="{&quot;action&quot;:&quot;devsecops&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;devsecops_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">DevSecOps</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/use-case/devops" data-analytics-event="{&quot;action&quot;:&quot;devops&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;devops_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">DevOps</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/use-case/ci-cd" data-analytics-event="{&quot;action&quot;:&quot;ci/cd&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;ci/cd_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">CI/CD</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 Primer_Brand__Link-module__Link--arrow-end___esdN8" href="https://github.com/solutions/use-case" data-analytics-event="{&quot;action&quot;:&quot;view_all_use_cases&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_use_cases_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">View all use cases</span><svg class="Primer_Brand__ExpandableArrow-module__ExpandableArrow___aaZs9 Primer_Brand__Link-module__Link-arrow___yd78i" width="16" height="16" viewBox="0 0 16 16" fill="none" aria-hidden="true" focusable="false"><path fill="currentColor" d="M7.28033 3.21967C6.98744 2.92678 6.51256 2.92678 6.21967 3.21967C5.92678 3.51256 5.92678 3.98744 6.21967 4.28033L7.28033 3.21967ZM11 8L11.5303 8.53033C11.8232 8.23744 11.8232 7.76256 11.5303 7.46967L11 8ZM6.21967 11.7197C5.92678 12.0126 5.92678 12.4874 6.21967 12.7803C6.51256 13.0732 6.98744 13.0732 7.28033 12.7803L6.21967 11.7197ZM6.21967 4.28033L10.4697 8.53033L11.5303 7.46967L7.28033 3.21967L6.21967 4.28033ZM10.4697 7.46967L6.21967 11.7197L7.28033 12.7803L11.5303 8.53033L10.4697 7.46967Z"></path><path class="Primer_Brand__ExpandableArrow-module__ExpandableArrow-stem___0K8Hz" stroke="currentColor" d="M1.75 8H11" stroke-width="1.5" stroke-linecap="round"></path></svg></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--monospace___QXHDQ Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--100___B2ueX Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavGroup-module__title__Wzxz2" id="_R_dl7d_">BY INDUSTRY</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_dl7d_"><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/industry/healthcare" data-analytics-event="{&quot;action&quot;:&quot;healthcare&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;healthcare_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Healthcare</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/industry/financial-services" data-analytics-event="{&quot;action&quot;:&quot;financial_services&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;financial_services_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Financial services</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/industry/manufacturing" data-analytics-event="{&quot;action&quot;:&quot;manufacturing&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;manufacturing_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Manufacturing</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/industry/government" data-analytics-event="{&quot;action&quot;:&quot;government&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;government_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Government</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 Primer_Brand__Link-module__Link--arrow-end___esdN8" href="https://github.com/solutions/industry" data-analytics-event="{&quot;action&quot;:&quot;view_all_industries&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_industries_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">View all industries</span><svg class="Primer_Brand__ExpandableArrow-module__ExpandableArrow___aaZs9 Primer_Brand__Link-module__Link-arrow___yd78i" width="16" height="16" viewBox="0 0 16 16" fill="none" aria-hidden="true" focusable="false"><path fill="currentColor" d="M7.28033 3.21967C6.98744 2.92678 6.51256 2.92678 6.21967 3.21967C5.92678 3.51256 5.92678 3.98744 6.21967 4.28033L7.28033 3.21967ZM11 8L11.5303 8.53033C11.8232 8.23744 11.8232 7.76256 11.5303 7.46967L11 8ZM6.21967 11.7197C5.92678 12.0126 5.92678 12.4874 6.21967 12.7803C6.51256 13.0732 6.98744 13.0732 7.28033 12.7803L6.21967 11.7197ZM6.21967 4.28033L10.4697 8.53033L11.5303 7.46967L7.28033 3.21967L6.21967 4.28033ZM10.4697 7.46967L6.21967 11.7197L7.28033 12.7803L11.5303 8.53033L10.4697 7.46967Z"></path><path class="Primer_Brand__ExpandableArrow-module__ExpandableArrow-stem___0K8Hz" stroke="currentColor" d="M1.75 8H11" stroke-width="1.5" stroke-linecap="round"></path></svg></a></li></ul></div></li></ul><div class="NavDropdown-module__trailingLinkContainer__VgJGL"><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 Primer_Brand__Link-module__Link--arrow-end___esdN8" href="https://github.com/solutions" data-analytics-event="{&quot;action&quot;:&quot;view_all_solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_solutions_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">View all solutions</span><svg class="Primer_Brand__ExpandableArrow-module__ExpandableArrow___aaZs9 Primer_Brand__Link-module__Link-arrow___yd78i" width="16" height="16" viewBox="0 0 16 16" fill="none" aria-hidden="true" focusable="false"><path fill="currentColor" d="M7.28033 3.21967C6.98744 2.92678 6.51256 2.92678 6.21967 3.21967C5.92678 3.51256 5.92678 3.98744 6.21967 4.28033L7.28033 3.21967ZM11 8L11.5303 8.53033C11.8232 8.23744 11.8232 7.76256 11.5303 7.46967L11 8ZM6.21967 11.7197C5.92678 12.0126 5.92678 12.4874 6.21967 12.7803C6.51256 13.0732 6.98744 13.0732 7.28033 12.7803L6.21967 11.7197ZM6.21967 4.28033L10.4697 8.53033L11.5303 7.46967L7.28033 3.21967L6.21967 4.28033ZM10.4697 7.46967L6.21967 11.7197L7.28033 12.7803L11.5303 8.53033L10.4697 7.46967Z"></path><path class="Primer_Brand__ExpandableArrow-module__ExpandableArrow-stem___0K8Hz" stroke="currentColor" d="M1.75 8H11" stroke-width="1.5" stroke-linecap="round"></path></svg></a></div></div></div></li><li><div class="NavDropdown-module__container__l2YeI"><button type="button" class="NavDropdown-module__button__PEHWX" aria-expanded="false" aria-controls="_R_1nd_">Resources<svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-triangle-right NavDropdown-module__buttonIcon__Tkl8_" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="m6.427 4.427 3.396 3.396a.25.25 0 0 1 0 .354l-3.396 3.396A.25.25 0 0 1 6 11.396V4.604a.25.25 0 0 1 .427-.177Z"></path></svg></button><div id="_R_1nd_" class="NavDropdown-module__dropdown__xm1jd"><ul class="NavDropdown-module__list__zuCgG"><li><div class="NavGroup-module__group__W8SqJ"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--monospace___QXHDQ Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--100___B2ueX Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavGroup-module__title__Wzxz2" id="_R_5lnd_">EXPLORE BY TOPIC</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_5lnd_"><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/resources/articles?topic=ai" data-analytics-event="{&quot;action&quot;:&quot;ai&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;ai_link_resources_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">AI</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/resources/articles?topic=software-development" data-analytics-event="{&quot;action&quot;:&quot;software_development&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;software_development_link_resources_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Software Development</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/resources/articles?topic=devops" data-analytics-event="{&quot;action&quot;:&quot;devops&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;devops_link_resources_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">DevOps</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/resources/articles?topic=security" data-analytics-event="{&quot;action&quot;:&quot;security&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;security_link_resources_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Security</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 Primer_Brand__Link-module__Link--arrow-end___esdN8" 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class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Collections</span></a></li></ul></div></li></ul></div></div></li><li><div class="NavDropdown-module__container__l2YeI"><button type="button" class="NavDropdown-module__button__PEHWX" aria-expanded="false" aria-controls="_R_2nd_">Enterprise<svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-triangle-right NavDropdown-module__buttonIcon__Tkl8_" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="m6.427 4.427 3.396 3.396a.25.25 0 0 1 0 .354l-3.396 3.396A.25.25 0 0 1 6 11.396V4.604a.25.25 0 0 1 .427-.177Z"></path></svg></button><div id="_R_2nd_" 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1.75 0 0 1-1.756 0L2.119 5.456a1.251 1.251 0 0 1 0-2.162ZM8.125 1.69a.248.248 0 0 0-.25 0l-4.63 2.685 4.63 2.685a.248.248 0 0 0 .25 0l4.63-2.685ZM1.601 7.789a.75.75 0 0 1 1.025-.273l5.249 3.044a.248.248 0 0 0 .25 0l5.249-3.044a.75.75 0 0 1 .752 1.298l-5.248 3.044a1.75 1.75 0 0 1-1.756 0L1.874 8.814A.75.75 0 0 1 1.6 7.789Zm0 3.5a.75.75 0 0 1 1.025-.273l5.249 3.044a.248.248 0 0 0 .25 0l5.249-3.044a.75.75 0 0 1 .752 1.298l-5.248 3.044a1.75 1.75 0 0 1-1.756 0l-5.248-3.044a.75.75 0 0 1-.273-1.025Z"></path></svg>Enterprise platform</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">AI-powered developer platform</span></span></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="Primer_Brand__Text-module__Text___XeGJJ 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1.217-1.667l5.25-1.68a1.748 1.748 0 0 1 1.066 0Zm-.61 1.429.001.001-5.25 1.68a.251.251 0 0 0-.174.237V7c0 1.36.275 2.666 1.057 3.859.784 1.194 2.121 2.342 4.366 3.298a.196.196 0 0 0 .154 0c2.245-.957 3.582-2.103 4.366-3.297C13.225 9.666 13.5 8.358 13.5 7V3.48a.25.25 0 0 0-.174-.238l-5.25-1.68a.25.25 0 0 0-.153 0ZM11.28 6.28l-3.5 3.5a.75.75 0 0 1-1.06 0l-1.5-1.5a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l.97.97 2.97-2.97a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Z"></path></svg>GitHub Advanced Security</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Enterprise-grade security features</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 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NavLink-module__title__Q7t0p"><svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-copilot NavLink-module__icon__ltGNM" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M7.998 15.035c-4.562 0-7.873-2.914-7.998-3.749V9.338c.085-.628.677-1.686 1.588-2.065.013-.07.024-.143.036-.218.029-.183.06-.384.126-.612-.201-.508-.254-1.084-.254-1.656 0-.87.128-1.769.693-2.484.579-.733 1.494-1.124 2.724-1.261 1.206-.134 2.262.034 2.944.765.05.053.096.108.139.165.044-.057.094-.112.143-.165.682-.731 1.738-.899 2.944-.765 1.23.137 2.145.528 2.724 1.261.566.715.693 1.614.693 2.484 0 .572-.053 1.148-.254 1.656.066.228.098.429.126.612.012.076.024.148.037.218.924.385 1.522 1.471 1.591 2.095v1.872c0 .766-3.351 3.795-8.002 3.795Zm0-1.485c2.28 0 4.584-1.11 5.002-1.433V7.862l-.023-.116c-.49.21-1.075.291-1.727.291-1.146 0-2.059-.327-2.71-.991A3.222 3.222 0 0 1 8 6.303a3.24 3.24 0 0 1-.544.743c-.65.664-1.563.991-2.71.991-.652 0-1.236-.081-1.727-.291l-.023.116v4.255c.419.323 2.722 1.433 5.002 1.433ZM6.762 2.83c-.193-.206-.637-.413-1.682-.297-1.019.113-1.479.404-1.713.7-.247.312-.369.789-.369 1.554 0 .793.129 1.171.308 1.371.162.181.519.379 1.442.379.853 0 1.339-.235 1.638-.54.315-.322.527-.827.617-1.553.117-.935-.037-1.395-.241-1.614Zm4.155-.297c-1.044-.116-1.488.091-1.681.297-.204.219-.359.679-.242 1.614.091.726.303 1.231.618 1.553.299.305.784.54 1.638.54.922 0 1.28-.198 1.442-.379.179-.2.308-.578.308-1.371 0-.765-.123-1.242-.37-1.554-.233-.296-.693-.587-1.713-.7Z"></path><path d="M6.25 9.037a.75.75 0 0 1 .75.75v1.501a.75.75 0 0 1-1.5 0V9.787a.75.75 0 0 1 .75-.75Zm4.25.75v1.501a.75.75 0 0 1-1.5 0V9.787a.75.75 0 0 1 1.5 0Z"></path></svg>Copilot for Business</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy 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<react-app
  app-name="code-view"
  initial-path="/UiPath/coder_eval/blob/main/comparison.md"
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  <script type="application/json" data-target="react-app.embeddedData">{"payload":{"codeViewBlobRoute":{"csv":null,"csvError":null,"headerInfo":{"toc":[{"level":1,"text":"Closing the grading-material leak: two approaches compared","anchor":"closing-the-grading-material-leak-two-approaches-compared","htmlText":"Closing the grading-material leak: two approaches compared"},{"level":2,"text":"The problem","anchor":"the-problem","htmlText":"The problem"},{"level":2,"text":"Approach A — COPY/PRUNE + GRADE-OUTSIDE (PR #88)","anchor":"approach-a--copyprune--grade-outside-pr-88","htmlText":"Approach A — COPY/PRUNE + GRADE-OUTSIDE (PR #88)"},{"level":2,"text":"Approach B — Declarative trust split + DAC permissions","anchor":"approach-b--declarative-trust-split--dac-permissions","htmlText":"Approach B — Declarative trust split + DAC permissions"},{"level":2,"text":"Pros and cons","anchor":"pros-and-cons","htmlText":"Pros and cons"},{"level":3,"text":"Head-to-head","anchor":"head-to-head","htmlText":"Head-to-head"},{"level":2,"text":"Assessment","anchor":"assessment","htmlText":"Assessment"}]},"issueTemplate":null,"discussionTemplate":null,"richText":"\u003carticle class=\"markdown-body entry-content container-lg\" itemprop=\"text\"\u003e\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch1 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eClosing the grading-material leak: two approaches compared\u003c/h1\u003e\u003ca id=\"user-content-closing-the-grading-material-leak-two-approaches-compared\" class=\"anchor\" aria-label=\"Permalink: Closing the grading-material leak: two approaches compared\" href=\"#closing-the-grading-material-leak-two-approaches-compared\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cblockquote\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eScope note.\u003c/strong\u003e This is a design-decision document about \u003cem\u003esandbox isolation\u003c/em\u003e. It is unrelated to\n\u003ccode\u003edocs/comparison.md\u003c/code\u003e, which compares coder_eval to other eval frameworks (SWE-bench, Harbor, …).\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eApproach A\u003c/strong\u003e — \u003ca href=\"https://github.com/UiPath/coder_eval/pull/88\" data-hovercard-type=\"pull_request\" data-hovercard-url=\"/UiPath/coder_eval/pull/88/hovercard\"\u003ePR #88\u003c/a\u003e,\n\u003ccode\u003efix/docker-isolation-copy-prune\u003c/code\u003e: \u003cstrong\u003eCOPY/PRUNE + GRADE-OUTSIDE\u003c/strong\u003e. Open, draft, 8 commits,\n+5,754 / −214 across 35 files. Implemented and verified.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eApproach B\u003c/strong\u003e — \u003cstrong\u003eDeclarative trust split + DAC permissions\u003c/strong\u003e: \u003ccode\u003einput_dir\u003c/code\u003e / \u003ccode\u003ereference_dir\u003c/code\u003e on\n\u003ccode\u003eTaskDefinition\u003c/code\u003e, \u003ccode\u003e$INPUT_DIR\u003c/code\u003e / \u003ccode\u003e$REFERENCE_DIR\u003c/code\u003e substitution, agent runs as an unprivileged uid,\n\u003ccode\u003ereference_dir\u003c/code\u003e is root-owned \u003ccode\u003e0700\u003c/code\u003e, \u003ccode\u003etask.yaml\u003c/code\u003e itself lives in \u003ccode\u003ereference_dir\u003c/code\u003e. A design, not\nyet built.\u003c/li\u003e\n\u003c/ul\u003e\n\u003chr\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eThe problem\u003c/h2\u003e\u003ca id=\"user-content-the-problem\" class=\"anchor\" aria-label=\"Permalink: The problem\" href=\"#the-problem\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eWhen coder_eval grades an agent, the grading material sits on the same filesystem the agent is\nworking in — \u003cstrong\u003eincluding under \u003ccode\u003e--driver docker\u003c/code\u003e, which is the mode users assume is safe\u003c/strong\u003e.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eOn \u003ccode\u003emain\u003c/code\u003e, an agent in the container can reach all of the following:\u003c/p\u003e\n\u003cmarkdown-accessiblity-table\u003e\u003ctable\u003e\n\u003cthead\u003e\n\u003ctr\u003e\n\u003cth\u003eSurface\u003c/th\u003e\n\u003cth\u003eWhere it lives today\u003c/th\u003e\n\u003c/tr\u003e\n\u003c/thead\u003e\n\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd\u003eFull \u003ccode\u003esuccess_criteria\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003e\u003ccode\u003e/work/input/task.yaml\u003c/code\u003e, staged verbatim (\u003ccode\u003edocker_runner.py:605-620\u003c/code\u003e)\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eRaw task YAML text\u003c/td\u003e\n\u003ctd\u003e\u003ccode\u003econtext.json.source_yaml\u003c/code\u003e\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eReference solution\u003c/td\u003e\n\u003ctd\u003e\u003ccode\u003ereference.file\u003c/code\u003e / \u003ccode\u003ereference.directory\u003c/code\u003e, auto-mounted (\u003ccode\u003e:1253-1254\u003c/code\u003e)\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eTask-dir graders (\u003ccode\u003echeck_*.py\u003c/code\u003e, \u003ccode\u003eRESOLUTION.md\u003c/code\u003e, reference agents)\u003c/td\u003e\n\u003ctd\u003ehost task dir bind-mounted at its own host path (\u003ccode\u003e:1176\u003c/code\u003e)\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eSignposts pointing at all of the above\u003c/td\u003e\n\u003ctd\u003e\u003ccode\u003eTASK_DIR\u003c/code\u003e / \u003ccode\u003eSKILLS_REPO_PATH\u003c/code\u003e in the agent's env\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/tbody\u003e\n\u003c/table\u003e\u003c/markdown-accessiblity-table\u003e\n\u003cp dir=\"auto\"\u003eThe agent and the harness run as the \u003cstrong\u003esame user\u003c/strong\u003e in the container — both root, since neither\n\u003ccode\u003edocker/Dockerfile\u003c/code\u003e nor \u003ccode\u003edocker/Dockerfile.runtime\u003c/code\u003e sets \u003ccode\u003eUSER\u003c/code\u003e and \u003ccode\u003e_build_argv\u003c/code\u003e passes no\n\u003ccode\u003e--user\u003c/code\u003e. So there is no permission barrier of any kind: a single \u003ccode\u003egrep -r\u003c/code\u003e reaches the answer key.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eThis is measured, not theoretical.\u003c/strong\u003e PR #88 reports a nightly audit in which \u003cstrong\u003e~2.4% of replicates\nread the suite instead of solving the task\u003c/strong\u003e, and an adversarial \"check \u003ccode\u003e/work\u003c/code\u003e\" prompt drives that\nto \u003cstrong\u003e~100%\u003c/strong\u003e.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eA separate but adjacent defect: \u003ccode\u003e~/.uipath\u003c/code\u003e (including \u003ccode\u003e.auth\u003c/code\u003e) was mounted \u003cstrong\u003eread-write from the\nhost original\u003c/strong\u003e, so an agent could overwrite operator credentials.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe root cause is structural: \u003cstrong\u003ethe harness lives inside the sandbox it is supposed to be isolating\nfrom.\u003c/strong\u003e The in-container process runs the agent \u003cem\u003eand\u003c/em\u003e grades it (\u003ccode\u003erun_task_internal_command.py:190-209\u003c/code\u003e),\nso the rubric has to be shipped into the container at \u003ccode\u003et=0\u003c/code\u003e.\u003c/p\u003e\n\u003chr\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eApproach A — COPY/PRUNE + GRADE-OUTSIDE (PR #88)\u003c/h2\u003e\u003ca id=\"user-content-approach-a--copyprune--grade-outside-pr-88\" class=\"anchor\" aria-label=\"Permalink: Approach A — COPY/PRUNE + GRADE-OUTSIDE (PR #88)\" href=\"#approach-a--copyprune--grade-outside-pr-88\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eCloses the leak by absence, not by permission.\u003c/strong\u003e The container never contains grading material.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThree coordinated moves:\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eCOPY/PRUNE the agent's inputs.\u003c/strong\u003e The staged \u003ccode\u003etask.yaml\u003c/code\u003e is criteria-stripped via\n\u003ccode\u003eagent_safe_dump()\u003c/code\u003e (\u003ccode\u003esuccess_criteria: []\u003c/code\u003e, \u003ccode\u003ereference: null\u003c/code\u003e) and \u003ccode\u003econtext.json.source_yaml\u003c/code\u003e is\nnulled. Plugins are projected to a \u003cem\u003esanitized bundle copy\u003c/em\u003e (\u003ccode\u003eproject_plugin_for_agent\u003c/code\u003e, allowlist\n\u003ccode\u003ePLUGIN_AGENT_ALLOWED_SUBDIRS\u003c/code\u003e = \u003ccode\u003eskills\u003c/code\u003e/\u003ccode\u003ecommands\u003c/code\u003e/\u003ccode\u003eagents\u003c/code\u003e/\u003ccode\u003ehooks\u003c/code\u003e/\u003ccode\u003e.claude-plugin\u003c/code\u003e) mounted\n\u003ccode\u003e:ro\u003c/code\u003e at \u003ccode\u003e/work/skills\u003c/code\u003e. The raw checkout, the reference, and the host task dir are \u003cstrong\u003enot mounted\nat all\u003c/strong\u003e. A \u003cstrong\u003egrader-dir overlap guard\u003c/strong\u003e hard-errors any \u003ccode\u003etemplate_sources\u003c/code\u003e / \u003ccode\u003esystem_prompt_file\u003c/code\u003e\n/ \u003ccode\u003eextra_mounts\u003c/code\u003e whose source contains the task dir.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eGRADE OUTSIDE.\u003c/strong\u003e The container runs the agent only. After it exits, the host grades the\ncopied-out artifacts via \u003ccode\u003eregrade_on_host\u003c/code\u003e, using the full unstripped \u003ccode\u003eTaskDefinition\u003c/code\u003e it still\nholds, with \u003ccode\u003eTASK_DIR\u003c/code\u003e pointing at the real host task dir. Re-grade is restricted to an allowlist\nof final statuses (\u003ccode\u003eSUCCESS\u003c/code\u003e / \u003ccode\u003eFAILURE\u003c/code\u003e / \u003ccode\u003eMAX_TURNS_EXHAUSTED\u003c/code\u003e).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eCopy-then-mount host state.\u003c/strong\u003e \u003ccode\u003e~/.uipath\u003c/code\u003e and \u003ccode\u003e~/.claude\u003c/code\u003e are forwarded as throwaway rw\n\u003cstrong\u003ecopies\u003c/strong\u003e; \u003ccode\u003e~/.claude/jobs\u003c/code\u003e (operator session timelines) is denylisted.\u003c/li\u003e\n\u003c/ol\u003e\n\u003cp dir=\"auto\"\u003ePlus \u003cstrong\u003eharness-outside\u003c/strong\u003e: \u003ccode\u003epre_run\u003c/code\u003e/\u003ccode\u003epost_run\u003c/code\u003e invoke helper scripts under the skills-repo \u003ccode\u003etests/\u003c/code\u003e\ntree, which is no longer mounted. \u003ccode\u003epost_run\u003c/code\u003e becomes host-only; \u003ccode\u003epre_run\u003c/code\u003e gains a per-command\n\u003ccode\u003eruns_in: host|agent\u003c/code\u003e (default \u003ccode\u003ehost\u003c/code\u003e, seeding the workspace through a \u003ccode\u003e:ro\u003c/code\u003e \u003ccode\u003e/work/seed\u003c/code\u003e staging\nmount). The PR body flags this as a known blocker affecting \u003cstrong\u003e243 of 1,147 downstream tasks (~21%)\u003c/strong\u003e;\nthe branch implements the fix, with only the ~7 \u003ccode\u003euv sync\u003c/code\u003e tasks needing \u003ccode\u003eruns_in: agent\u003c/code\u003e.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eVerification shipped with it:\u003c/strong\u003e Detector A (host-unchanged — daemon-less mount-shape proxy in CI\nplus an \u003ccode\u003e-m live\u003c/code\u003e byte-and-metadata-identical real run), Detector B (zero-grading-material in the\nagent mount view, with a positive control so \"staged nothing\" can't pass vacuously), a baked-image\nanswer scan, and live confirmation that an adversarial \"read your grader\" task fails on gpt / claude\n/ gemini / kimi.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eStated costs:\u003c/strong\u003e early stop is \u003cstrong\u003edisabled under docker\u003c/strong\u003e (criteria are gone, so the in-container\nwatcher can't arm — a warning is logged, verdict unaffected), and the design doc states plainly that\n\u003cstrong\u003eallowlist-by-absence has no DAC backstop\u003c/strong\u003e — if the prune boundary is wrong, nothing else stops the\nread.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eApproach B — Declarative trust split + DAC permissions\u003c/h2\u003e\u003ca id=\"user-content-approach-b--declarative-trust-split--dac-permissions\" class=\"anchor\" aria-label=\"Permalink: Approach B — Declarative trust split + DAC permissions\" href=\"#approach-b--declarative-trust-split--dac-permissions\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eCloses the leak by permission, with an author-declared boundary.\u003c/strong\u003e\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003eTaskDefinition\u003c/code\u003e gains \u003ccode\u003einput_dir\u003c/code\u003e (agent-visible fixtures) and \u003ccode\u003ereference_dir\u003c/code\u003e (answer key),\nsubstituted as \u003ccode\u003e$INPUT_DIR\u003c/code\u003e / \u003ccode\u003e$REFERENCE_DIR\u003c/code\u003e inside the task file.\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003etask.yaml\u003c/code\u003e itself lives in \u003ccode\u003ereference_dir\u003c/code\u003e, so the rubric is protected by the same single rule as\neverything else — no special case.\u003c/li\u003e\n\u003cli\u003eIn the container, the agent runs as an unprivileged uid; \u003ccode\u003ereference_dir\u003c/code\u003e is root-owned \u003ccode\u003e0700\u003c/code\u003e;\n\u003ccode\u003einput_dir\u003c/code\u003e and the workspace are chowned to the agent uid.\u003c/li\u003e\n\u003cli\u003eEffectively this \u003cstrong\u003esplits the existing \u003ccode\u003e$TASK_DIR\u003c/code\u003e token into its two halves by trust level\u003c/strong\u003e —\nwhich is precisely why the leak exists today, since one token points at a directory mixing both.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eRefinements this needs to be sound:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eScope-aware substitution.\u003c/strong\u003e \u003ccode\u003e$REFERENCE_DIR\u003c/code\u003e must be a hard validation error in agent-facing\nfields (\u003ccode\u003einitial_prompt\u003c/code\u003e, \u003ccode\u003esystem_prompt\u003c/code\u003e, mutations) — resolving it there advertises the path and\nleaks it into logs and reports. \u003ccode\u003e$INPUT_DIR\u003c/code\u003e substitutes anywhere.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eCopy, don't mount, \u003ccode\u003ereference_dir\u003c/code\u003e.\u003c/strong\u003e The host bind mount is \u003ccode\u003e:ro\u003c/code\u003e, so \u003ccode\u003echmod\u003c/code\u003e fails \u003ccode\u003eEROFS\u003c/code\u003e;\nmaking it writable would mutate the user's real repo permissions with no crash-safe restore. Stage\na container-local root-owned copy — which also lets the symmetric same-host-path mount disappear.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eStatic, not scoped, permissions.\u003c/strong\u003e A \u003ccode\u003ewith block_access(): …\u003c/code\u003e context manager that flips modes\non entry and restores on exit is not crash-safe (SIGKILL between enter and exit leaves them\nflipped). With two identities, the perms are simply set once at stage time and never restored.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eDataset files default to \u003ccode\u003ereference_dir\u003c/code\u003e\u003c/strong\u003e — for activation suites the JSONL rows carry\n\u003ccode\u003eexpected_skill\u003c/code\u003e, which \u003cem\u003eis\u003c/em\u003e the answer key.\u003c/li\u003e\n\u003cli\u003eThe \u003ccode\u003e~/.claude\u003c/code\u003e credential copy must stay agent-writable, so \u003ccode\u003e0700\u003c/code\u003e-root cannot be applied\nblanket — it is per-path.\u003c/li\u003e\n\u003c/ul\u003e\n\u003chr\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ePros and cons\u003c/h2\u003e\u003ca id=\"user-content-pros-and-cons\" class=\"anchor\" aria-label=\"Permalink: Pros and cons\" href=\"#pros-and-cons\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cmarkdown-accessiblity-table\u003e\u003ctable\u003e\n\u003cthead\u003e\n\u003ctr\u003e\n\u003cth\u003e\u003c/th\u003e\n\u003cth\u003ePros\u003c/th\u003e\n\u003cth\u003eCons\u003c/th\u003e\n\u003c/tr\u003e\n\u003c/thead\u003e\n\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003cstrong\u003eA — COPY/PRUNE + GRADE-OUTSIDE\u003c/strong\u003e (PR #88)\u003c/td\u003e\n\u003ctd\u003eCloses the leak \u003cstrong\u003eeven against a root agent\u003c/strong\u003e — no identity work needed. Fails safe: a file that isn't there can't be read. Also closes surfaces B doesn't touch: host-credential overwrite (\u003ccode\u003e~/.uipath\u003c/code\u003e rw), \u003ccode\u003e~/.claude/jobs\u003c/code\u003e exposure, env signposts, baked-image content. \u003cstrong\u003eBuilt, tested, and empirically verified\u003c/strong\u003e (detectors in CI + live adversarial probe across four models). Requires \u003cstrong\u003eno per-task authoring changes\u003c/strong\u003e for the leak fix itself. Removes the harness from the sandbox — the structural root cause.\u003c/td\u003e\n\u003ctd\u003e\u003cstrong\u003eEarly stop disabled under docker\u003c/strong\u003e — a shipped feature silently degrades on one driver. Forced \u003ccode\u003epre_run\u003c/code\u003e/\u003ccode\u003epost_run\u003c/code\u003e host-side, touching \u003cstrong\u003e~21% of downstream tasks\u003c/strong\u003e and adding a new \u003ccode\u003eruns_in\u003c/code\u003e concept. \u003cstrong\u003eNo DAC backstop\u003c/strong\u003e (the PR says so): the prune allowlist is \"a coder_eval-side guess about what is answer-free\", so a plugin putting answers in \u003ccode\u003eskills/\u003c/code\u003e defeats it. Detector B catches known sentinels, not an unknown golden file. Large blast radius: \u003cstrong\u003e+5,754 LOC / 35 files\u003c/strong\u003e, restructuring \u003ccode\u003eorchestrator.py\u003c/code\u003e. Nothing protects \u003ccode\u003etempdir\u003c/code\u003e.\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003cstrong\u003eB — Trust split + DAC permissions\u003c/strong\u003e\u003c/td\u003e\n\u003ctd\u003eSupplies exactly the \u003cstrong\u003eDAC backstop A lacks\u003c/strong\u003e — a second, independent barrier. The boundary is \u003cstrong\u003eauthor-declared\u003c/strong\u003e, not framework-guessed, replacing A's residual risk #1 with an explicit contract. \u003cstrong\u003ePreserves early stop\u003c/strong\u003e (criteria stay in container memory, which the agent can't read) and \u003cstrong\u003ekeeps \u003ccode\u003epre_run\u003c/code\u003e/\u003ccode\u003epost_run\u003c/code\u003e in-container\u003c/strong\u003e (they run as root and can still read \u003ccode\u003ereference_dir\u003c/code\u003e) — no \u003ccode\u003eruns_in\u003c/code\u003e, no 243-task migration. Much smaller runtime change: a uid on spawn plus chowns at setup. Conceptually simple: one rule, \"\u003ccode\u003ereference_dir\u003c/code\u003e is harness-only\".\u003c/td\u003e\n\u003ctd\u003e\u003cstrong\u003eDepends entirely on identity separation that doesn't exist yet\u003c/strong\u003e — both processes are root today, so \u003ccode\u003echmod 0700\u003c/code\u003e is a \u003cem\u003eno-op\u003c/em\u003e until the agent runs as a separate uid. Fails \u003cstrong\u003eopen and silently\u003c/strong\u003e: one missed chown, one new mount, and there's no absence to fall back on. Real friction running the agent CLI unprivileged (HOME, npm cache, the \u003ccode\u003e~/.claude\u003c/code\u003e copy must stay writable). Pushes classification onto \u003cstrong\u003e1,147 downstream task authors\u003c/strong\u003e unless the default is \"protected unless declared input\". Does \u003cstrong\u003enot\u003c/strong\u003e address host-credential overwrite, baked-image content, or env signposts. \u003cstrong\u003eAlso nothing for \u003ccode\u003etempdir\u003c/code\u003e\u003c/strong\u003e (no second identity on the host). Unbuilt and unverified.\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/tbody\u003e\n\u003c/table\u003e\u003c/markdown-accessiblity-table\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eHead-to-head\u003c/h3\u003e\u003ca id=\"user-content-head-to-head\" class=\"anchor\" aria-label=\"Permalink: Head-to-head\" href=\"#head-to-head\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cmarkdown-accessiblity-table\u003e\u003ctable\u003e\n\u003cthead\u003e\n\u003ctr\u003e\n\u003cth\u003eAxis\u003c/th\u003e\n\u003cth\u003eA — Absence\u003c/th\u003e\n\u003cth\u003eB — Permissions\u003c/th\u003e\n\u003c/tr\u003e\n\u003c/thead\u003e\n\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd\u003eWorks against a root agent\u003c/td\u003e\n\u003ctd\u003e✅\u003c/td\u003e\n\u003ctd\u003e❌ (requires uid split first)\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eFailure mode\u003c/td\u003e\n\u003ctd\u003eFails safe (nothing to read)\u003c/td\u003e\n\u003ctd\u003eFails open (silently, if a chown is missed)\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eBoundary defined by\u003c/td\u003e\n\u003ctd\u003eFramework allowlist (a guess)\u003c/td\u003e\n\u003ctd\u003eTask author (a declaration)\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eEarly stop under docker\u003c/td\u003e\n\u003ctd\u003e❌ disabled\u003c/td\u003e\n\u003ctd\u003e✅ preserved\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003epre_run\u003c/code\u003e / \u003ccode\u003epost_run\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eMoved host-side; \u003ccode\u003eruns_in\u003c/code\u003e added; ~21% of tasks affected\u003c/td\u003e\n\u003ctd\u003eUnchanged, in-container\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eHost credential / \u003ccode\u003e~/.claude/jobs\u003c/code\u003e / baked image\u003c/td\u003e\n\u003ctd\u003e✅ covered\u003c/td\u003e\n\u003ctd\u003e❌ out of scope\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003etempdir\u003c/code\u003e driver\u003c/td\u003e\n\u003ctd\u003e❌\u003c/td\u003e\n\u003ctd\u003e❌\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ePer-task migration\u003c/td\u003e\n\u003ctd\u003eNone for the leak fix\u003c/td\u003e\n\u003ctd\u003e\u003ccode\u003einput_dir\u003c/code\u003e / \u003ccode\u003ereference_dir\u003c/code\u003e across the suite\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eFramework blast radius\u003c/td\u003e\n\u003ctd\u003e+5,754 LOC, 35 files\u003c/td\u003e\n\u003ctd\u003eSmaller runtime change; new schema + token rules\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eStatus\u003c/td\u003e\n\u003ctd\u003eImplemented, CI-gated, live-verified\u003c/td\u003e\n\u003ctd\u003eDesign only\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/tbody\u003e\n\u003c/table\u003e\u003c/markdown-accessiblity-table\u003e\n\u003chr\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eAssessment\u003c/h2\u003e\u003ca id=\"user-content-assessment\" class=\"anchor\" aria-label=\"Permalink: Assessment\" href=\"#assessment\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eThese are not competing designs — B is the missing layer under A.\u003c/strong\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003ePR #88's own residual-risk list names its weakest point: \u003cem\u003e\"Allowlist-by-absence has no DAC backstop\n… \u003ccode\u003ePLUGIN_AGENT_ALLOWED_SUBDIRS\u003c/code\u003e is a coder_eval-side guess about what is answer-free.\"\u003c/em\u003e That is\nprecisely the gap Approach B fills, in two independent ways:\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eAs a mechanism\u003c/strong\u003e — a uid split gives the second barrier, so a prune-boundary miss is no longer\ngame over.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eAs a contract\u003c/strong\u003e — and this matters more. \u003ccode\u003einput_dir\u003c/code\u003e/\u003ccode\u003ereference_dir\u003c/code\u003e replaces the framework's\nguess with an author declaration, which is the durable fix PR #88 already identifies as a\ncross-repo follow-up (\"push the agent-bundle boundary into the skills repo — a manifest declaring\nthe agent-safe surface\"). Approach B \u003cem\u003eis\u003c/em\u003e that manifest, expressed in the task schema.\u003c/li\u003e\n\u003c/ol\u003e\n\u003cp dir=\"auto\"\u003eIf only one ships, it should be \u003cstrong\u003eA\u003c/strong\u003e: it is built, measured against real leak rates, gated by\ndetectors in CI, and it closes several surfaces B never touches. B's mechanism half is also blocked\non identity work (non-root agent, credential-copy ownership) that A doesn't need.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe sequencing that gets the most value:\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eLand A.\u003c/strong\u003e It is the structural fix — it removes the harness from the sandbox.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eAdopt B's declarative half next\u003c/strong\u003e, as the durable replacement for the prune allowlist. It is\nthe higher-value part of B and is independent of the permission mechanism.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eAdd B's uid split as defense-in-depth\u003c/strong\u003e where material must remain in-container.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eRevisit early stop.\u003c/strong\u003e A disables it under docker; the leak-free restoration is a host-side\nwatcher over the live event stream — the host already receives every \u003ccode\u003eToolStartEvent\u003c/code\u003e /\n\u003ccode\u003eToolEndEvent\u003c/code\u003e with full \u003ccode\u003eCommandTelemetry\u003c/code\u003e (\u003ccode\u003estreaming/wire.py\u003c/code\u003e), and can already signal the\ncontainer through the heartbeat channel. Worth first confirming the feature earns its keep: every\n\u003ccode\u003estop_early\u003c/code\u003e usage in this repo is a fixture for testing early stop itself.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eState plainly that \u003ccode\u003etempdir\u003c/code\u003e is not cheat-resistant\u003c/strong\u003e under either approach. Neither has a\nboundary there; it should be documented as a development driver.\u003c/li\u003e\n\u003c/ol\u003e\n\u003c/article\u003e","richTextTruncated":false,"renderedFileInfo":null,"symbols":{"timed_out":false,"not_analyzed":false,"symbols":[{"name":"Closing the grading-material leak: two approaches compared","fully_qualified_name":"Closing the grading-material leak: two approaches compared","kind":"section_1","ident_start":2,"ident_end":60,"extent_start":0,"extent_end":12578,"ident_utf16":{"start":{"line_number":0,"utf16_col":2},"end":{"line_number":0,"utf16_col":60}},"extent_utf16":{"start":{"line_number":0,"utf16_col":0},"end":{"line_number":171,"utf16_col":0}}},{"name":"The problem","fully_qualified_name":"The 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Closing the grading-material leak: two approaches compared","","\u003e **Scope note.** This is a design-decision document about *sandbox isolation*. It is unrelated to","\u003e `docs/comparison.md`, which compares coder_eval to other eval frameworks (SWE-bench, Harbor, …).","","- **Approach A** — [PR #88](https://github.com/UiPath/coder_eval/pull/88),","  `fix/docker-isolation-copy-prune`: **COPY/PRUNE + GRADE-OUTSIDE**. Open, draft, 8 commits,","  +5,754 / −214 across 35 files. Implemented and verified.","- **Approach B** — **Declarative trust split + DAC permissions**: `input_dir` / `reference_dir` on","  `TaskDefinition`, `$INPUT_DIR` / `$REFERENCE_DIR` substitution, agent runs as an unprivileged uid,","  `reference_dir` is root-owned `0700`, `task.yaml` itself lives in `reference_dir`. A design, not","  yet built.","","---","","## The problem","","When coder_eval grades an agent, the grading material sits on the same filesystem the agent is","working in — **including under `--driver docker`, which is the mode users assume is safe**.","","On `main`, an agent in the container can reach all of the following:","","| Surface | Where it lives today |","|---|---|","| Full `success_criteria` | `/work/input/task.yaml`, staged verbatim (`docker_runner.py:605-620`) |","| Raw task YAML text | `context.json.source_yaml` |","| Reference solution | `reference.file` / `reference.directory`, auto-mounted (`:1253-1254`) |","| Task-dir graders (`check_*.py`, `RESOLUTION.md`, reference agents) | host task dir bind-mounted at its own host path (`:1176`) |","| Signposts pointing at all of the above | `TASK_DIR` / `SKILLS_REPO_PATH` in the agent's env |","","The agent and the harness run as the **same user** in the container — both root, since neither","`docker/Dockerfile` nor `docker/Dockerfile.runtime` sets `USER` and `_build_argv` passes no","`--user`. So there is no permission barrier of any kind: a single `grep -r` reaches the answer key.","","**This is measured, not theoretical.** PR #88 reports a nightly audit in which **~2.4% of replicates","read the suite instead of solving the task**, and an adversarial \"check `/work`\" prompt drives that","to **~100%**.","","A separate but adjacent defect: `~/.uipath` (including `.auth`) was mounted **read-write from the","host original**, so an agent could overwrite operator credentials.","","The root cause is structural: **the harness lives inside the sandbox it is supposed to be isolating","from.** The in-container process runs the agent *and* grades it (`run_task_internal_command.py:190-209`),","so the rubric has to be shipped into the container at `t=0`.","","---","","## Approach A — COPY/PRUNE + GRADE-OUTSIDE (PR #88)","","**Closes the leak by absence, not by permission.** The container never contains grading material.","","Three coordinated moves:","","1. **COPY/PRUNE the agent's inputs.** The staged `task.yaml` is criteria-stripped via","   `agent_safe_dump()` (`success_criteria: []`, `reference: null`) and `context.json.source_yaml` is","   nulled. Plugins are projected to a *sanitized bundle copy* (`project_plugin_for_agent`, allowlist","   `PLUGIN_AGENT_ALLOWED_SUBDIRS` = `skills`/`commands`/`agents`/`hooks`/`.claude-plugin`) mounted","   `:ro` at `/work/skills`. The raw checkout, the reference, and the host task dir are **not mounted","   at all**. A **grader-dir overlap guard** hard-errors any `template_sources` / `system_prompt_file`","   / `extra_mounts` whose source contains the task dir.","2. **GRADE OUTSIDE.** The container runs the agent only. After it exits, the host grades the","   copied-out artifacts via `regrade_on_host`, using the full unstripped `TaskDefinition` it still","   holds, with `TASK_DIR` pointing at the real host task dir. Re-grade is restricted to an allowlist","   of final statuses (`SUCCESS` / `FAILURE` / `MAX_TURNS_EXHAUSTED`).","3. **Copy-then-mount host state.** `~/.uipath` and `~/.claude` are forwarded as throwaway rw","   **copies**; `~/.claude/jobs` (operator session timelines) is denylisted.","","Plus **harness-outside**: `pre_run`/`post_run` invoke helper scripts under the skills-repo `tests/`","tree, which is no longer mounted. `post_run` becomes host-only; `pre_run` gains a per-command","`runs_in: host|agent` (default `host`, seeding the workspace through a `:ro` `/work/seed` staging","mount). The PR body flags this as a known blocker affecting **243 of 1,147 downstream tasks (~21%)**;","the branch implements the fix, with only the ~7 `uv sync` tasks needing `runs_in: agent`.","","**Verification shipped with it:** Detector A (host-unchanged — daemon-less mount-shape proxy in CI","plus an `-m live` byte-and-metadata-identical real run), Detector B (zero-grading-material in the","agent mount view, with a positive control so \"staged nothing\" can't pass vacuously), a baked-image","answer scan, and live confirmation that an adversarial \"read your grader\" task fails on gpt / claude","/ gemini / kimi.","","**Stated costs:** early stop is **disabled under docker** (criteria are gone, so the in-container","watcher can't arm — a warning is logged, verdict unaffected), and the design doc states plainly that","**allowlist-by-absence has no DAC backstop** — if the prune boundary is wrong, nothing else stops the","read.","","## Approach B — Declarative trust split + DAC permissions","","**Closes the leak by permission, with an author-declared boundary.**","","- `TaskDefinition` gains `input_dir` (agent-visible fixtures) and `reference_dir` (answer key),","  substituted as `$INPUT_DIR` / `$REFERENCE_DIR` inside the task file.","- `task.yaml` itself lives in `reference_dir`, so the rubric is protected by the same single rule as","  everything else — no special case.","- In the container, the agent runs as an unprivileged uid; `reference_dir` is root-owned `0700`;","  `input_dir` and the workspace are chowned to the agent uid.","- Effectively this **splits the existing `$TASK_DIR` token into its two halves by trust level** —","  which is precisely why the leak exists today, since one token points at a directory mixing both.","","Refinements this needs to be sound:","","- **Scope-aware substitution.** `$REFERENCE_DIR` must be a hard validation error in agent-facing","  fields (`initial_prompt`, `system_prompt`, mutations) — resolving it there advertises the path and","  leaks it into logs and reports. `$INPUT_DIR` substitutes anywhere.","- **Copy, don't mount, `reference_dir`.** The host bind mount is `:ro`, so `chmod` fails `EROFS`;","  making it writable would mutate the user's real repo permissions with no crash-safe restore. Stage","  a container-local root-owned copy — which also lets the symmetric same-host-path mount disappear.","- **Static, not scoped, permissions.** A `with block_access(): …` context manager that flips modes","  on entry and restores on exit is not crash-safe (SIGKILL between enter and exit leaves them","  flipped). With two identities, the perms are simply set once at stage time and never restored.","- **Dataset files default to `reference_dir`** — for activation suites the JSONL rows carry","  `expected_skill`, which *is* the answer key.","- The `~/.claude` credential copy must stay agent-writable, so `0700`-root cannot be applied","  blanket — it is per-path.","","---","","## Pros and cons","","| | Pros | Cons |","|---|---|---|","| **A — COPY/PRUNE + GRADE-OUTSIDE** (PR #88) | Closes the leak **even against a root agent** — no identity work needed. Fails safe: a file that isn't there can't be read. Also closes surfaces B doesn't touch: host-credential overwrite (`~/.uipath` rw), `~/.claude/jobs` exposure, env signposts, baked-image content. **Built, tested, and empirically verified** (detectors in CI + live adversarial probe across four models). Requires **no per-task authoring changes** for the leak fix itself. Removes the harness from the sandbox — the structural root cause. | **Early stop disabled under docker** — a shipped feature silently degrades on one driver. Forced `pre_run`/`post_run` host-side, touching **~21% of downstream tasks** and adding a new `runs_in` concept. **No DAC backstop** (the PR says so): the prune allowlist is \"a coder_eval-side guess about what is answer-free\", so a plugin putting answers in `skills/` defeats it. Detector B catches known sentinels, not an unknown golden file. Large blast radius: **+5,754 LOC / 35 files**, restructuring `orchestrator.py`. Nothing protects `tempdir`. |","| **B — Trust split + DAC permissions** | Supplies exactly the **DAC backstop A lacks** — a second, independent barrier. The boundary is **author-declared**, not framework-guessed, replacing A's residual risk #1 with an explicit contract. **Preserves early stop** (criteria stay in container memory, which the agent can't read) and **keeps `pre_run`/`post_run` in-container** (they run as root and can still read `reference_dir`) — no `runs_in`, no 243-task migration. Much smaller runtime change: a uid on spawn plus chowns at setup. Conceptually simple: one rule, \"`reference_dir` is harness-only\". | **Depends entirely on identity separation that doesn't exist yet** — both processes are root today, so `chmod 0700` is a *no-op* until the agent runs as a separate uid. Fails **open and silently**: one missed chown, one new mount, and there's no absence to fall back on. Real friction running the agent CLI unprivileged (HOME, npm cache, the `~/.claude` copy must stay writable). Pushes classification onto **1,147 downstream task authors** unless the default is \"protected unless declared input\". Does **not** address host-credential overwrite, baked-image content, or env signposts. **Also nothing for `tempdir`** (no second identity on the host). Unbuilt and unverified. |","","### Head-to-head","","| Axis | A — Absence | B — Permissions |","|---|---|---|","| Works against a root agent | ✅ | ❌ (requires uid split first) |","| Failure mode | Fails safe (nothing to read) | Fails open (silently, if a chown is missed) |","| Boundary defined by | Framework allowlist (a guess) | Task author (a declaration) |","| Early stop under docker | ❌ disabled | ✅ preserved |","| `pre_run` / `post_run` | Moved host-side; `runs_in` added; ~21% of tasks affected | Unchanged, in-container |","| Host credential / `~/.claude/jobs` / baked image | ✅ covered | ❌ out of scope |","| `tempdir` driver | ❌ | ❌ |","| Per-task migration | None for the leak fix | `input_dir` / `reference_dir` across the suite |","| Framework blast radius | +5,754 LOC, 35 files | Smaller runtime change; new schema + token rules |","| Status | Implemented, CI-gated, live-verified | Design only |","","---","","## Assessment","","**These are not competing designs — B is the missing layer under A.**","","PR #88's own residual-risk list names its weakest point: *\"Allowlist-by-absence has no DAC backstop","… `PLUGIN_AGENT_ALLOWED_SUBDIRS` is a coder_eval-side guess about what is answer-free.\"* That is","precisely the gap Approach B fills, in two independent ways:","","1. **As a mechanism** — a uid split gives the second barrier, so a prune-boundary miss is no longer","   game over.","2. **As a contract** — and this matters more. `input_dir`/`reference_dir` replaces the framework's","   guess with an author declaration, which is the durable fix PR #88 already identifies as a","   cross-repo follow-up (\"push the agent-bundle boundary into the skills repo — a manifest declaring","   the agent-safe surface\"). Approach B *is* that manifest, expressed in the task schema.","","If only one ships, it should be **A**: it is built, measured against real leak rates, gated by","detectors in CI, and it closes several surfaces B never touches. B's mechanism half is also blocked","on identity work (non-root agent, credential-copy ownership) that A doesn't need.","","The sequencing that gets the most value:","","1. **Land A.** It is the structural fix — it removes the harness from the sandbox.","2. **Adopt B's declarative half next**, as the durable replacement for the prune allowlist. It is","   the higher-value part of B and is independent of the permission mechanism.","3. **Add B's uid split as defense-in-depth** where material must remain in-container.","4. **Revisit early stop.** A disables it under docker; the leak-free restoration is a host-side","   watcher over the live event stream — the host already receives every `ToolStartEvent` /","   `ToolEndEvent` with full `CommandTelemetry` (`streaming/wire.py`), and can already signal the","   container through the heartbeat channel. Worth first confirming the feature earns its keep: every","   `stop_early` usage in this repo is a fixture for testing early stop itself.","5. **State plainly that `tempdir` is not cheat-resistant** under either approach. 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class="heading-element" dir="auto">Closing the grading-material leak: two approaches compared</h1><a id="user-content-closing-the-grading-material-leak-two-approaches-compared" class="anchor" aria-label="Permalink: Closing the grading-material leak: two approaches compared" href="#closing-the-grading-material-leak-two-approaches-compared"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<blockquote>
<p dir="auto"><strong>Scope note.</strong> This is a design-decision document about <em>sandbox isolation</em>. It is unrelated to
<code>docs/comparison.md</code>, which compares coder_eval to other eval frameworks (SWE-bench, Harbor, …).</p>
</blockquote>
<ul dir="auto">
<li><strong>Approach A</strong> — <a href="https://github.com/UiPath/coder_eval/pull/88" data-hovercard-type="pull_request" data-hovercard-url="/UiPath/coder_eval/pull/88/hovercard">PR #88</a>,
<code>fix/docker-isolation-copy-prune</code>: <strong>COPY/PRUNE + GRADE-OUTSIDE</strong>. Open, draft, 8 commits,
+5,754 / −214 across 35 files. Implemented and verified.</li>
<li><strong>Approach B</strong> — <strong>Declarative trust split + DAC permissions</strong>: <code>input_dir</code> / <code>reference_dir</code> on
<code>TaskDefinition</code>, <code>$INPUT_DIR</code> / <code>$REFERENCE_DIR</code> substitution, agent runs as an unprivileged uid,
<code>reference_dir</code> is root-owned <code>0700</code>, <code>task.yaml</code> itself lives in <code>reference_dir</code>. A design, not
yet built.</li>
</ul>
<hr>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">The problem</h2><a id="user-content-the-problem" class="anchor" aria-label="Permalink: The problem" href="#the-problem"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<p dir="auto">When coder_eval grades an agent, the grading material sits on the same filesystem the agent is
working in — <strong>including under <code>--driver docker</code>, which is the mode users assume is safe</strong>.</p>
<p dir="auto">On <code>main</code>, an agent in the container can reach all of the following:</p>
<markdown-accessiblity-table><table>
<thead>
<tr>
<th>Surface</th>
<th>Where it lives today</th>
</tr>
</thead>
<tbody>
<tr>
<td>Full <code>success_criteria</code></td>
<td><code>/work/input/task.yaml</code>, staged verbatim (<code>docker_runner.py:605-620</code>)</td>
</tr>
<tr>
<td>Raw task YAML text</td>
<td><code>context.json.source_yaml</code></td>
</tr>
<tr>
<td>Reference solution</td>
<td><code>reference.file</code> / <code>reference.directory</code>, auto-mounted (<code>:1253-1254</code>)</td>
</tr>
<tr>
<td>Task-dir graders (<code>check_*.py</code>, <code>RESOLUTION.md</code>, reference agents)</td>
<td>host task dir bind-mounted at its own host path (<code>:1176</code>)</td>
</tr>
<tr>
<td>Signposts pointing at all of the above</td>
<td><code>TASK_DIR</code> / <code>SKILLS_REPO_PATH</code> in the agent's env</td>
</tr>
</tbody>
</table></markdown-accessiblity-table>
<p dir="auto">The agent and the harness run as the <strong>same user</strong> in the container — both root, since neither
<code>docker/Dockerfile</code> nor <code>docker/Dockerfile.runtime</code> sets <code>USER</code> and <code>_build_argv</code> passes no
<code>--user</code>. So there is no permission barrier of any kind: a single <code>grep -r</code> reaches the answer key.</p>
<p dir="auto"><strong>This is measured, not theoretical.</strong> PR #88 reports a nightly audit in which <strong>~2.4% of replicates
read the suite instead of solving the task</strong>, and an adversarial "check <code>/work</code>" prompt drives that
to <strong>~100%</strong>.</p>
<p dir="auto">A separate but adjacent defect: <code>~/.uipath</code> (including <code>.auth</code>) was mounted <strong>read-write from the
host original</strong>, so an agent could overwrite operator credentials.</p>
<p dir="auto">The root cause is structural: <strong>the harness lives inside the sandbox it is supposed to be isolating
from.</strong> The in-container process runs the agent <em>and</em> grades it (<code>run_task_internal_command.py:190-209</code>),
so the rubric has to be shipped into the container at <code>t=0</code>.</p>
<hr>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Approach A — COPY/PRUNE + GRADE-OUTSIDE (PR #88)</h2><a id="user-content-approach-a--copyprune--grade-outside-pr-88" class="anchor" aria-label="Permalink: Approach A — COPY/PRUNE + GRADE-OUTSIDE (PR #88)" href="#approach-a--copyprune--grade-outside-pr-88"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<p dir="auto"><strong>Closes the leak by absence, not by permission.</strong> The container never contains grading material.</p>
<p dir="auto">Three coordinated moves:</p>
<ol dir="auto">
<li><strong>COPY/PRUNE the agent's inputs.</strong> The staged <code>task.yaml</code> is criteria-stripped via
<code>agent_safe_dump()</code> (<code>success_criteria: []</code>, <code>reference: null</code>) and <code>context.json.source_yaml</code> is
nulled. Plugins are projected to a <em>sanitized bundle copy</em> (<code>project_plugin_for_agent</code>, allowlist
<code>PLUGIN_AGENT_ALLOWED_SUBDIRS</code> = <code>skills</code>/<code>commands</code>/<code>agents</code>/<code>hooks</code>/<code>.claude-plugin</code>) mounted
<code>:ro</code> at <code>/work/skills</code>. The raw checkout, the reference, and the host task dir are <strong>not mounted
at all</strong>. A <strong>grader-dir overlap guard</strong> hard-errors any <code>template_sources</code> / <code>system_prompt_file</code>
/ <code>extra_mounts</code> whose source contains the task dir.</li>
<li><strong>GRADE OUTSIDE.</strong> The container runs the agent only. After it exits, the host grades the
copied-out artifacts via <code>regrade_on_host</code>, using the full unstripped <code>TaskDefinition</code> it still
holds, with <code>TASK_DIR</code> pointing at the real host task dir. Re-grade is restricted to an allowlist
of final statuses (<code>SUCCESS</code> / <code>FAILURE</code> / <code>MAX_TURNS_EXHAUSTED</code>).</li>
<li><strong>Copy-then-mount host state.</strong> <code>~/.uipath</code> and <code>~/.claude</code> are forwarded as throwaway rw
<strong>copies</strong>; <code>~/.claude/jobs</code> (operator session timelines) is denylisted.</li>
</ol>
<p dir="auto">Plus <strong>harness-outside</strong>: <code>pre_run</code>/<code>post_run</code> invoke helper scripts under the skills-repo <code>tests/</code>
tree, which is no longer mounted. <code>post_run</code> becomes host-only; <code>pre_run</code> gains a per-command
<code>runs_in: host|agent</code> (default <code>host</code>, seeding the workspace through a <code>:ro</code> <code>/work/seed</code> staging
mount). The PR body flags this as a known blocker affecting <strong>243 of 1,147 downstream tasks (~21%)</strong>;
the branch implements the fix, with only the ~7 <code>uv sync</code> tasks needing <code>runs_in: agent</code>.</p>
<p dir="auto"><strong>Verification shipped with it:</strong> Detector A (host-unchanged — daemon-less mount-shape proxy in CI
plus an <code>-m live</code> byte-and-metadata-identical real run), Detector B (zero-grading-material in the
agent mount view, with a positive control so "staged nothing" can't pass vacuously), a baked-image
answer scan, and live confirmation that an adversarial "read your grader" task fails on gpt / claude
/ gemini / kimi.</p>
<p dir="auto"><strong>Stated costs:</strong> early stop is <strong>disabled under docker</strong> (criteria are gone, so the in-container
watcher can't arm — a warning is logged, verdict unaffected), and the design doc states plainly that
<strong>allowlist-by-absence has no DAC backstop</strong> — if the prune boundary is wrong, nothing else stops the
read.</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Approach B — Declarative trust split + DAC permissions</h2><a id="user-content-approach-b--declarative-trust-split--dac-permissions" class="anchor" aria-label="Permalink: Approach B — Declarative trust split + DAC permissions" href="#approach-b--declarative-trust-split--dac-permissions"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<p dir="auto"><strong>Closes the leak by permission, with an author-declared boundary.</strong></p>
<ul dir="auto">
<li><code>TaskDefinition</code> gains <code>input_dir</code> (agent-visible fixtures) and <code>reference_dir</code> (answer key),
substituted as <code>$INPUT_DIR</code> / <code>$REFERENCE_DIR</code> inside the task file.</li>
<li><code>task.yaml</code> itself lives in <code>reference_dir</code>, so the rubric is protected by the same single rule as
everything else — no special case.</li>
<li>In the container, the agent runs as an unprivileged uid; <code>reference_dir</code> is root-owned <code>0700</code>;
<code>input_dir</code> and the workspace are chowned to the agent uid.</li>
<li>Effectively this <strong>splits the existing <code>$TASK_DIR</code> token into its two halves by trust level</strong> —
which is precisely why the leak exists today, since one token points at a directory mixing both.</li>
</ul>
<p dir="auto">Refinements this needs to be sound:</p>
<ul dir="auto">
<li><strong>Scope-aware substitution.</strong> <code>$REFERENCE_DIR</code> must be a hard validation error in agent-facing
fields (<code>initial_prompt</code>, <code>system_prompt</code>, mutations) — resolving it there advertises the path and
leaks it into logs and reports. <code>$INPUT_DIR</code> substitutes anywhere.</li>
<li><strong>Copy, don't mount, <code>reference_dir</code>.</strong> The host bind mount is <code>:ro</code>, so <code>chmod</code> fails <code>EROFS</code>;
making it writable would mutate the user's real repo permissions with no crash-safe restore. Stage
a container-local root-owned copy — which also lets the symmetric same-host-path mount disappear.</li>
<li><strong>Static, not scoped, permissions.</strong> A <code>with block_access(): …</code> context manager that flips modes
on entry and restores on exit is not crash-safe (SIGKILL between enter and exit leaves them
flipped). With two identities, the perms are simply set once at stage time and never restored.</li>
<li><strong>Dataset files default to <code>reference_dir</code></strong> — for activation suites the JSONL rows carry
<code>expected_skill</code>, which <em>is</em> the answer key.</li>
<li>The <code>~/.claude</code> credential copy must stay agent-writable, so <code>0700</code>-root cannot be applied
blanket — it is per-path.</li>
</ul>
<hr>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Pros and cons</h2><a id="user-content-pros-and-cons" class="anchor" aria-label="Permalink: Pros and cons" href="#pros-and-cons"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<markdown-accessiblity-table><table>
<thead>
<tr>
<th></th>
<th>Pros</th>
<th>Cons</th>
</tr>
</thead>
<tbody>
<tr>
<td><strong>A — COPY/PRUNE + GRADE-OUTSIDE</strong> (PR #88)</td>
<td>Closes the leak <strong>even against a root agent</strong> — no identity work needed. Fails safe: a file that isn't there can't be read. Also closes surfaces B doesn't touch: host-credential overwrite (<code>~/.uipath</code> rw), <code>~/.claude/jobs</code> exposure, env signposts, baked-image content. <strong>Built, tested, and empirically verified</strong> (detectors in CI + live adversarial probe across four models). Requires <strong>no per-task authoring changes</strong> for the leak fix itself. Removes the harness from the sandbox — the structural root cause.</td>
<td><strong>Early stop disabled under docker</strong> — a shipped feature silently degrades on one driver. Forced <code>pre_run</code>/<code>post_run</code> host-side, touching <strong>~21% of downstream tasks</strong> and adding a new <code>runs_in</code> concept. <strong>No DAC backstop</strong> (the PR says so): the prune allowlist is "a coder_eval-side guess about what is answer-free", so a plugin putting answers in <code>skills/</code> defeats it. Detector B catches known sentinels, not an unknown golden file. Large blast radius: <strong>+5,754 LOC / 35 files</strong>, restructuring <code>orchestrator.py</code>. Nothing protects <code>tempdir</code>.</td>
</tr>
<tr>
<td><strong>B — Trust split + DAC permissions</strong></td>
<td>Supplies exactly the <strong>DAC backstop A lacks</strong> — a second, independent barrier. The boundary is <strong>author-declared</strong>, not framework-guessed, replacing A's residual risk #1 with an explicit contract. <strong>Preserves early stop</strong> (criteria stay in container memory, which the agent can't read) and <strong>keeps <code>pre_run</code>/<code>post_run</code> in-container</strong> (they run as root and can still read <code>reference_dir</code>) — no <code>runs_in</code>, no 243-task migration. Much smaller runtime change: a uid on spawn plus chowns at setup. Conceptually simple: one rule, "<code>reference_dir</code> is harness-only".</td>
<td><strong>Depends entirely on identity separation that doesn't exist yet</strong> — both processes are root today, so <code>chmod 0700</code> is a <em>no-op</em> until the agent runs as a separate uid. Fails <strong>open and silently</strong>: one missed chown, one new mount, and there's no absence to fall back on. Real friction running the agent CLI unprivileged (HOME, npm cache, the <code>~/.claude</code> copy must stay writable). Pushes classification onto <strong>1,147 downstream task authors</strong> unless the default is "protected unless declared input". Does <strong>not</strong> address host-credential overwrite, baked-image content, or env signposts. <strong>Also nothing for <code>tempdir</code></strong> (no second identity on the host). Unbuilt and unverified.</td>
</tr>
</tbody>
</table></markdown-accessiblity-table>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Head-to-head</h3><a id="user-content-head-to-head" class="anchor" aria-label="Permalink: Head-to-head" href="#head-to-head"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<markdown-accessiblity-table><table>
<thead>
<tr>
<th>Axis</th>
<th>A — Absence</th>
<th>B — Permissions</th>
</tr>
</thead>
<tbody>
<tr>
<td>Works against a root agent</td>
<td>✅</td>
<td>❌ (requires uid split first)</td>
</tr>
<tr>
<td>Failure mode</td>
<td>Fails safe (nothing to read)</td>
<td>Fails open (silently, if a chown is missed)</td>
</tr>
<tr>
<td>Boundary defined by</td>
<td>Framework allowlist (a guess)</td>
<td>Task author (a declaration)</td>
</tr>
<tr>
<td>Early stop under docker</td>
<td>❌ disabled</td>
<td>✅ preserved</td>
</tr>
<tr>
<td><code>pre_run</code> / <code>post_run</code></td>
<td>Moved host-side; <code>runs_in</code> added; ~21% of tasks affected</td>
<td>Unchanged, in-container</td>
</tr>
<tr>
<td>Host credential / <code>~/.claude/jobs</code> / baked image</td>
<td>✅ covered</td>
<td>❌ out of scope</td>
</tr>
<tr>
<td><code>tempdir</code> driver</td>
<td>❌</td>
<td>❌</td>
</tr>
<tr>
<td>Per-task migration</td>
<td>None for the leak fix</td>
<td><code>input_dir</code> / <code>reference_dir</code> across the suite</td>
</tr>
<tr>
<td>Framework blast radius</td>
<td>+5,754 LOC, 35 files</td>
<td>Smaller runtime change; new schema + token rules</td>
</tr>
<tr>
<td>Status</td>
<td>Implemented, CI-gated, live-verified</td>
<td>Design only</td>
</tr>
</tbody>
</table></markdown-accessiblity-table>
<hr>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Assessment</h2><a id="user-content-assessment" class="anchor" aria-label="Permalink: Assessment" href="#assessment"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<p dir="auto"><strong>These are not competing designs — B is the missing layer under A.</strong></p>
<p dir="auto">PR #88's own residual-risk list names its weakest point: <em>"Allowlist-by-absence has no DAC backstop
… <code>PLUGIN_AGENT_ALLOWED_SUBDIRS</code> is a coder_eval-side guess about what is answer-free."</em> That is
precisely the gap Approach B fills, in two independent ways:</p>
<ol dir="auto">
<li><strong>As a mechanism</strong> — a uid split gives the second barrier, so a prune-boundary miss is no longer
game over.</li>
<li><strong>As a contract</strong> — and this matters more. <code>input_dir</code>/<code>reference_dir</code> replaces the framework's
guess with an author declaration, which is the durable fix PR #88 already identifies as a
cross-repo follow-up ("push the agent-bundle boundary into the skills repo — a manifest declaring
the agent-safe surface"). Approach B <em>is</em> that manifest, expressed in the task schema.</li>
</ol>
<p dir="auto">If only one ships, it should be <strong>A</strong>: it is built, measured against real leak rates, gated by
detectors in CI, and it closes several surfaces B never touches. B's mechanism half is also blocked
on identity work (non-root agent, credential-copy ownership) that A doesn't need.</p>
<p dir="auto">The sequencing that gets the most value:</p>
<ol dir="auto">
<li><strong>Land A.</strong> It is the structural fix — it removes the harness from the sandbox.</li>
<li><strong>Adopt B's declarative half next</strong>, as the durable replacement for the prune allowlist. It is
the higher-value part of B and is independent of the permission mechanism.</li>
<li><strong>Add B's uid split as defense-in-depth</strong> where material must remain in-container.</li>
<li><strong>Revisit early stop.</strong> A disables it under docker; the leak-free restoration is a host-side
watcher over the live event stream — the host already receives every <code>ToolStartEvent</code> /
<code>ToolEndEvent</code> with full <code>CommandTelemetry</code> (<code>streaming/wire.py</code>), and can already signal the
container through the heartbeat channel. Worth first confirming the feature earns its keep: every
<code>stop_early</code> usage in this repo is a fixture for testing early stop itself.</li>
<li><strong>State plainly that <code>tempdir</code> is not cheat-resistant</strong> under either approach. Neither has a
boundary there; it should be documented as a development driver.</li>
</ol>
</article></div><div class="d-none"></div></section></div></div></div> </div> <!-- --> </div></div></div></div></div></div><div class="ScrollMarksContainer-module__scrollMarksContainer__Eu7uU" id="find-result-marks-container"></div><div class="d-none"></div><div class="d-none"></div></div> <!-- --> <!-- --> </div>
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    <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path>
</svg>
    </clipboard-copy>
  </div>
</template>
<template id="snippet-clipboard-copy-button-unpositioned">
  <div class="zeroclipboard-container">
    <clipboard-copy aria-label="Copy code to clipboard" class="ClipboardButton btn btn-invisible js-clipboard-copy m-2 p-0 d-flex flex-justify-center flex-items-center" data-copy-feedback="Copied!" data-tooltip-direction="w">
      <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copy js-clipboard-copy-icon">
    <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 0 1 0 1.5h-1.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-1.5a.75.75 0 0 1 1.5 0v1.5A1.75 1.75 0 0 1 9.25 16h-7.5A1.75 1.75 0 0 1 0 14.25Z"></path><path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0 1 14.25 11h-7.5A1.75 1.75 0 0 1 5 9.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path>
</svg>
      <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check js-clipboard-check-icon color-fg-success d-none">
    <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path>
</svg>
    </clipboard-copy>
  </div>
</template>




    </div>
    <div id="js-global-screen-reader-notice" class="sr-only mt-n1" aria-live="polite" aria-atomic="true" ></div>
    <div id="js-global-screen-reader-notice-assertive" class="sr-only mt-n1" aria-live="assertive" aria-atomic="true"></div>
  </body>
</html>

