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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>GitHub 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" 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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--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 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0 0 0-2.94 2.08 2.08 0 0 0-2.94 0l-4.799 4.8A.75.75 0 0 1 .72 5.92Z"></path><path d="M7.52 3.12a.749.749 0 1 1 1.06 1.06L5.731 7.03A2.079 2.079 0 0 0 8.67 9.97l2.85-2.85a.749.749 0 1 1 1.06 1.06l-2.849 2.85A3.578 3.578 0 0 1 4.67 5.97Z"></path></svg>MCP Registry</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">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 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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-codespaces 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 11.25c0-.966.784-1.75 1.75-1.75h12.5c.966 0 1.75.784 1.75 1.75v3A1.75 1.75 0 0 1 14.25 16H1.75A1.75 1.75 0 0 1 0 14.25Zm2-9.5C2 .784 2.784 0 3.75 0h8.5C13.216 0 14 .784 14 1.75v5a1.75 1.75 0 0 1-1.75 1.75h-8.5A1.75 1.75 0 0 1 2 6.75Zm1.75-.25a.25.25 0 0 0-.25.25v5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-5a.25.25 0 0 0-.25-.25Zm-2 9.5a.25.25 0 0 0-.25.25v3c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-3a.25.25 0 0 0-.25-.25Z"></path><path d="M7 12.75a.75.75 0 0 1 .75-.75h4.5a.75.75 0 0 1 0 1.5h-4.5a.75.75 0 0 1-.75-.75Zm-4 0a.75.75 0 0 1 .75-.75h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1-.75-.75Z"></path></svg>Codespaces</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">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" 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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="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 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-codescan-checkmark 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="M10.28 6.28a.75.75 0 1 0-1.06-1.06L6.25 8.19l-.97-.97a.75.75 0 0 0-1.06 1.06l1.5 1.5a.75.75 0 0 0 1.06 0l3.5-3.5Z"></path><path d="M7.5 15a7.5 7.5 0 1 1 5.807-2.754l2.473 2.474a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215l-2.474-2.473A7.472 7.472 0 0 1 7.5 15Zm0-13.5a6 6 0 1 0 4.094 10.386.748.748 0 0 1 .293-.292 6.002 6.002 0 0 0 1.117-6.486A6.002 6.002 0 0 0 7.5 1.5Z"></path></svg>Code Quality</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">Enforce quality at merge</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_dknd_">APPLICATION SECURITY</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_dknd_"><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/security/advanced-security" data-analytics-event="{&quot;action&quot;:&quot;github_advanced_security&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;github_advanced_security_link_platform_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ 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1-1.33 0c-2.447-1.042-4.049-2.357-5.032-3.855C1.32 10.182 1 8.566 1 7V3.48a1.75 1.75 0 0 1 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">Find and fix vulnerabilities</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/security/advanced-security/code-security" data-analytics-event="{&quot;action&quot;:&quot;code_security&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;code_security_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 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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">Secure your code as you build</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/security/advanced-security/secret-protection" data-analytics-event="{&quot;action&quot;:&quot;secret_protection&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;secret_protection_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-lock 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 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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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  <script type="application/json" data-target="react-app.embeddedData">{"payload":{"codeViewBlobRoute":{"csv":null,"csvError":null,"headerInfo":{"toc":[{"level":1,"text":"Arquitectura del harness","anchor":"arquitectura-del-harness","htmlText":"Arquitectura del harness"},{"level":2,"text":"Qué es un harness (y cuál es este)","anchor":"qué-es-un-harness-y-cuál-es-este","htmlText":"Qué es un harness (y cuál es este)"},{"level":2,"text":"Glosario","anchor":"glosario","htmlText":"Glosario"},{"level":2,"text":"Principios del harness","anchor":"principios-del-harness","htmlText":"Principios del harness"},{"level":2,"text":"Proceso y carga","anchor":"proceso-y-carga","htmlText":"Proceso y carga"},{"level":2,"text":"Flujo de un turno, con fronteras exactas","anchor":"flujo-de-un-turno-con-fronteras-exactas","htmlText":"Flujo de un turno, con fronteras exactas"},{"level":2,"text":"Máquina de estados: failover","anchor":"máquina-de-estados-failover","htmlText":"Máquina de estados: failover"},{"level":2,"text":"Máquina de estados: presupuesto","anchor":"máquina-de-estados-presupuesto","htmlText":"Máquina de estados: presupuesto"},{"level":2,"text":"Compositor del turno (curateTurn)","anchor":"compositor-del-turno-curateturn","htmlText":"Compositor del turno (curateTurn)"},{"level":2,"text":"Autopilot: cascada de detección","anchor":"autopilot-cascada-de-detección","htmlText":"Autopilot: cascada de detección"},{"level":2,"text":"Intenciones, local-first, memoria y watchdog","anchor":"intenciones-local-first-memoria-y-watchdog","htmlText":"Intenciones, local-first, memoria y watchdog"},{"level":2,"text":"Persona: doble vehículo","anchor":"persona-doble-vehículo","htmlText":"Persona: doble vehículo"},{"level":2,"text":"Qué no merece bounded context (descarte D3-H09)","anchor":"qué-no-merece-bounded-context-descarte-d3-h09","htmlText":"Qué no merece bounded context (descarte D3-H09)"},{"level":2,"text":"Escritura segura de configuración","anchor":"escritura-segura-de-configuración","htmlText":"Escritura segura de configuración"},{"level":2,"text":"Eventos de pi que el harness consume","anchor":"eventos-de-pi-que-el-harness-consume","htmlText":"Eventos de pi que el harness consume"},{"level":2,"text":"Presupuesto y uso: de dónde salen los números","anchor":"presupuesto-y-uso-de-dónde-salen-los-números","htmlText":"Presupuesto y uso: de dónde salen los números"},{"level":2,"text":"Paralelismo y serie","anchor":"paralelismo-y-serie","htmlText":"Paralelismo y serie"},{"level":2,"text":"Frontera de pruebas","anchor":"frontera-de-pruebas","htmlText":"Frontera de pruebas"}]},"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\"\u003eArquitectura del harness\u003c/h1\u003e\u003ca id=\"user-content-arquitectura-del-harness\" class=\"anchor\" aria-label=\"Permalink: Arquitectura del harness\" href=\"#arquitectura-del-harness\"\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\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQué es un harness (y cuál es este)\u003c/h2\u003e\u003ca id=\"user-content-qué-es-un-harness-y-cuál-es-este\" class=\"anchor\" aria-label=\"Permalink: Qué es un harness (y cuál es este)\" href=\"#qué-es-un-harness-y-cuál-es-este\"\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\"\u003eUn \u003cstrong\u003eharness\u003c/strong\u003e es el armazón que rodea a un modelo de IA y lo convierte en\nherramienta de trabajo: bucle de conversación, herramientas, contexto,\nsesiones, modelos y credenciales. El modelo piensa; el harness ejecuta.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eEste repositorio es un harness de \u003cstrong\u003edos plantas\u003c/strong\u003e: pi aporta el harness\nbase (runtime) y Alfred-Pi aporta la capa de producto: gobierno de\nproveedores, packs de trabajo con autopilot, seguridad de instalación,\ncoste y personalidad. Cuando la documentación dice «el harness», se refiere\na la capa de producto salvo que se indique lo contrario.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eDocumento técnico público; las notas internas de decisiones viven fuera del\nrepositorio.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eGlosario\u003c/h2\u003e\u003ca id=\"user-content-glosario\" class=\"anchor\" aria-label=\"Permalink: Glosario\" href=\"#glosario\"\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\"\u003eVocabulario canónico del producto. El código conserva nombres históricos\n(\u003ccode\u003edomains.ts\u003c/code\u003e, \u003ccode\u003edomain.json\u003c/code\u003e, prefijo \u003ccode\u003edom:\u003c/code\u003e en la TUI); este glosario manda\nen la documentación y ninguno de esos identificadores se renombra.\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003epack\u003c/strong\u003e: ámbito de trabajo. Directorio de \u003ccode\u003epacks/\u003c/code\u003e con su manifiesto\n(\u003ccode\u003edomain.json\u003c/code\u003e), su \u003ccode\u003econtext.md\u003c/code\u003e, skills y prompts. Es la unidad que el\nradar detecta, habilita e inyecta. En público se dice pack, no dominio.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003epaquete\u003c/strong\u003e: cosa que se instala (\u003ccode\u003epi install\u003c/code\u003e, galería, esenciales).\nNo es un pack.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003econtexto\u003c/strong\u003e: término reservado al DDD: la postura del pack que se\ninyecta en el system prompt envuelta en \u003ccode\u003e\u0026lt;domain-packs\u0026gt;\u003c/code\u003e. Nunca designa\nla ventana de tokens del modelo ni el historial de la sesión.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003ehost\u003c/strong\u003e: endpoint de red que referencia un paquete auditado\n(networkHosts). En el tipo \u003ccode\u003ePackageAudit\u003c/code\u003e (lib/pkg-audit.ts) el campo\n\u003ccode\u003edomains\u003c/code\u003e conserva su nombre histórico: léase como networkHosts, la lista\nde hosts de red detectados en las fuentes escaneadas.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eperfil\u003c/strong\u003e: pila \u003ccode\u003e{provider, model, thinkingLevel}\u003c/code\u003e con cadena de\npreferencia; el eslabón activo es el modelo en curso y los demás esperan\ncomo reserva.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003erelevo\u003c/strong\u003e: cambio al siguiente eslabón resoluble tras dos fallos\nconsecutivos (HTTP o transporte), siempre entre turnos\n(\u003ccode\u003ebefore_agent_start\u003c/code\u003e), nunca en mitad de un stream.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eclave\u003c/strong\u003e: credencial de API, literal o referencia \u003ccode\u003e$ENV\u003c/code\u003e / \u003ccode\u003e${VAR}\u003c/code\u003e,\nresuelta en tiempo de sonda. El prefijo \u003ccode\u003e!\u003c/code\u003e se rechaza (no se ejecuta).\n\u003ccode\u003eauth.json\u003c/code\u003e la guarda con permisos 0600.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eturno\u003c/strong\u003e: ciclo completo prompt → respuesta del agente. El harness actúa\nen los bordes: reescribe el mundo antes del turno y contabiliza después.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003esala\u003c/strong\u003e: cómo la TUI nombra al pack activo (\u003ccode\u003eSala activa: \u0026lt;id\u0026gt;\u003c/code\u003e). No\nsustituye a pack en la documentación; es lengua de pie y avisos.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eintención\u003c/strong\u003e: filtro de modelos por capacidad estable (\u003ccode\u003elocal\u003c/code\u003e,\n\u003ccode\u003evision\u003c/code\u003e, \u003ccode\u003ereasoner\u003c/code\u003e, \u003ccode\u003efast\u003c/code\u003e). No es ruteo por precio.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003epresupuesto\u003c/strong\u003e: tope de gasto diario. Advisory en dos niveles: al 80 %\navisa una vez al día y al 100 % añade la nota de frugalidad al system\nprompt. Modula, no bloquea.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ePrincipios del harness\u003c/h2\u003e\u003ca id=\"user-content-principios-del-harness\" class=\"anchor\" aria-label=\"Permalink: Principios del harness\" href=\"#principios-del-harness\"\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\u003col dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eCero dependencias en runtime.\u003c/strong\u003e Todo es \u003ccode\u003enode:fs\u003c/code\u003e,\n\u003ccode\u003enode:child_process\u003c/code\u003e y \u003ccode\u003efetch\u003c/code\u003e nativo. La superficie de cadena de\nsuministro es nula.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eArchivos nativos de pi como única verdad.\u003c/strong\u003e No existe configuración\nparalela: el harness lee y escribe \u003ccode\u003emodels.json\u003c/code\u003e, \u003ccode\u003eauth.json\u003c/code\u003e y\n\u003ccode\u003esettings.json\u003c/code\u003e, y recarga el registro de modelos tras cada escritura.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eAdvisory, nunca bloqueante.\u003c/strong\u003e La auditoría de paquetes informa; el\npresupuesto modula; nada detiene un turno en silencio.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eCuración entre turnos.\u003c/strong\u003e El relevo de modelos y los cambios de estado\npesados ocurren en \u003ccode\u003ebefore_agent_start\u003c/code\u003e, nunca en mitad de un stream.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eFrontera lib/ pura.\u003c/strong\u003e Los módulos de \u003ccode\u003elib/\u003c/code\u003e no importan nada de pi\nsalvo \u003ccode\u003escreens.ts\u003c/code\u003e y \u003ccode\u003eonboarding-flow.ts\u003c/code\u003e. \u003ccode\u003eindex.ts\u003c/code\u003e es el adaptador.\nEso mantiene los tests autónomos (corren con bun, sin agente).\u003c/li\u003e\n\u003c/ol\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eProceso y carga\u003c/h2\u003e\u003ca id=\"user-content-proceso-y-carga\" class=\"anchor\" aria-label=\"Permalink: Proceso y carga\" href=\"#proceso-y-carga\"\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\"\u003epi carga el harness con jiti (TypeScript sin paso de build) desde el\npaquete instalado. El alias interno de pi resuelve\n\u003ccode\u003e@earendil-works/pi-tui\u003c/code\u003e y \u003ccode\u003e@earendil-works/pi-coding-agent\u003c/code\u003e dentro del\nproceso del agente.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eSecuencia de arranque del harness en cada sesión:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"pi arranca\n   │\n   ├─ jiti carga index.ts del paquete instalado\n   │     └─ registra 11 comandos + flag --alfred-pi\n   │         (alias deprecado --harness-moe; doctor, usage, stack,\n   │          autopilot, domains; variantes :json)\n   │\n   ▼\nsession_start\n   ├─ flag --alfred-pi? ──print──▶ doctor/usage/stack/autopilot/domains\n   │                              a stdout (la sesión no se cierra)\n   ├─ TUI y sin casa? ──sí──▶ asistente de primer arranque\n   ├─ TUI? ──sí──▶ cabecera de producto + statusline (alfred)\n   ├─ reset del marcador de persona (una vez por sesión)\n   └─ update-check (fire-and-forget a pi.686f6c61.dev, caché 24 h)\n   │\n   ▼\nprimer prompt ──▶ before_agent_start ──▶ bucle del agente\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003epi arranca\n   │\n   ├─ jiti carga index.ts del paquete instalado\n   │     └─ registra 11 comandos + flag --alfred-pi\n   │         (alias deprecado --harness-moe; doctor, usage, stack,\n   │          autopilot, domains; variantes :json)\n   │\n   ▼\nsession_start\n   ├─ flag --alfred-pi? ──print──▶ doctor/usage/stack/autopilot/domains\n   │                              a stdout (la sesión no se cierra)\n   ├─ TUI y sin casa? ──sí──▶ asistente de primer arranque\n   ├─ TUI? ──sí──▶ cabecera de producto + statusline (alfred)\n   ├─ reset del marcador de persona (una vez por sesión)\n   └─ update-check (fire-and-forget a pi.686f6c61.dev, caché 24 h)\n   │\n   ▼\nprimer prompt ──▶ before_agent_start ──▶ bucle del agente\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eFlujo de un turno, con fronteras exactas\u003c/h2\u003e\u003ca id=\"user-content-flujo-de-un-turno-con-fronteras-exactas\" class=\"anchor\" aria-label=\"Permalink: Flujo de un turno, con fronteras exactas\" href=\"#flujo-de-un-turno-con-fronteras-exactas\"\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\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\" tú escribes\n      │\n      ▼\n┌──────────────────────────────────────────────────────────────┐\n│ before_agent_start                                           │\n│ index.ts llama a curateTurn (lib/curate-turn.ts)             │\n│                                                              │\n│  1. relevo: 2 fallos del modelo activo + perfil activo       │\n│     ⇒ heal al siguiente eslabón resoluble (setModel aquí)    │\n│  2. radar: prompt → hints de repo → sticky                   │\n│     ⇒ contexto de UN pack envuelto en \u0026lt;domain-packs\u0026gt;         │\n│     pie: Sala activa / sin sala                              │\n│  3. presupuesto: gasto del día vs tope ⇒ nota si 100 %       │\n│  4. persona: primer turno → mensaje oculto (display:false)   │\n│  resultado: { systemPrompt, message?, heal? }                │\n└──────────────────────────────────────────────────────────────┘\n      │\n      ▼\n   el modelo decide (con menú de skills de todos los packs)\n      │\n      ├──▶ respuesta directa\n      ├──▶ tool call (bash/read/...) ──▶ resultados ──▶ (vuelve a decidir)\n      ▼\n┌──────────────────────────────────────────────────────────────┐\n│ turn_end                                                     │\n│   stopReason → contador por provider/model (semáforo fb:)    │\n│   error cuenta; aborto es neutro; éxito limpia la racha      │\n└──────────────────────────────────────────────────────────────┘\n      │\n      ▼\n model_select / fin de turno ──▶ statusline: alfred · alfred-sala · alfred-presupuesto\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003e tú escribes\n      │\n      ▼\n┌──────────────────────────────────────────────────────────────┐\n│ before_agent_start                                           │\n│ index.ts llama a curateTurn (lib/curate-turn.ts)             │\n│                                                              │\n│  1. relevo: 2 fallos del modelo activo + perfil activo       │\n│     ⇒ heal al siguiente eslabón resoluble (setModel aquí)    │\n│  2. radar: prompt → hints de repo → sticky                   │\n│     ⇒ contexto de UN pack envuelto en \u0026lt;domain-packs\u0026gt;         │\n│     pie: Sala activa / sin sala                              │\n│  3. presupuesto: gasto del día vs tope ⇒ nota si 100 %       │\n│  4. persona: primer turno → mensaje oculto (display:false)   │\n│  resultado: { systemPrompt, message?, heal? }                │\n└──────────────────────────────────────────────────────────────┘\n      │\n      ▼\n   el modelo decide (con menú de skills de todos los packs)\n      │\n      ├──▶ respuesta directa\n      ├──▶ tool call (bash/read/...) ──▶ resultados ──▶ (vuelve a decidir)\n      ▼\n┌──────────────────────────────────────────────────────────────┐\n│ turn_end                                                     │\n│   stopReason → contador por provider/model (semáforo fb:)    │\n│   error cuenta; aborto es neutro; éxito limpia la racha      │\n└──────────────────────────────────────────────────────────────┘\n      │\n      ▼\n model_select / fin de turno ──▶ statusline: alfred · alfred-sala · alfred-presupuesto\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eMáquina de estados: failover\u003c/h2\u003e\u003ca id=\"user-content-máquina-de-estados-failover\" class=\"anchor\" aria-label=\"Permalink: Máquina de estados: failover\" href=\"#máquina-de-estados-failover\"\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\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"            respuesta HTTP ok\n   ┌──────────────◀──────────────┐\n   │                             │ contador = 0\n   ▼                             │\n [SANO] ──fallo HTTP──▶ [fallo=1] ──fallo──▶ [fallo=2 = UMBRAL]\n                                                │\n                              before_agent_start del PRÓXIMO turno\n                                                ▼\n                        siguiente eslabón resoluble de la pila fb:\n                        existe en registro + credencial configurada\n                                   │ sí                    │ no\n                                   ▼                        ▼\n                            setModel + aviso          se queda y avisa\n                            contador del caído = 0\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003e            respuesta HTTP ok\n   ┌──────────────◀──────────────┐\n   │                             │ contador = 0\n   ▼                             │\n [SANO] ──fallo HTTP──▶ [fallo=1] ──fallo──▶ [fallo=2 = UMBRAL]\n                                                │\n                              before_agent_start del PRÓXIMO turno\n                                                ▼\n                        siguiente eslabón resoluble de la pila fb:\n                        existe en registro + credencial configurada\n                                   │ sí                    │ no\n                                   ▼                        ▼\n                            setModel + aviso          se queda y avisa\n                            contador del caído = 0\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eReglas dura: nunca en mitad de un stream; el contador del modelo retirado\nse limpia para que recupere su turno más adelante.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eMáquina de estados: presupuesto\u003c/h2\u003e\u003ca id=\"user-content-máquina-de-estados-presupuesto\" class=\"anchor\" aria-label=\"Permalink: Máquina de estados: presupuesto\" href=\"#máquina-de-estados-presupuesto\"\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\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\" gasto del día (sesiones locales × precios de models.json)\n        │\n        ▼\n   [\u0026lt; 80%] ──ok──▶ statusline «Presupuesto: N % de X USD»\n        │\n   [≥ 80%] ──▶ aviso una sola vez al día (warnedOn)\n        │\n   [≥ 100%] ──▶ aviso crítico + nota \u0026lt;budget-exceeded\u0026gt; en el system\n                 prompt (frugalidad: respuestas cortas, nada de fleets)\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003e gasto del día (sesiones locales × precios de models.json)\n        │\n        ▼\n   [\u0026lt; 80%] ──ok──▶ statusline «Presupuesto: N % de X USD»\n        │\n   [≥ 80%] ──▶ aviso una sola vez al día (warnedOn)\n        │\n   [≥ 100%] ──▶ aviso crítico + nota \u0026lt;budget-exceeded\u0026gt; en el system\n                 prompt (frugalidad: respuestas cortas, nada de fleets)\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eObserva y modula; no bloquea. Sin tope configurado no hay estados.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eCompositor del turno (\u003ccode\u003ecurateTurn\u003c/code\u003e)\u003c/h2\u003e\u003ca id=\"user-content-compositor-del-turno-curateturn\" class=\"anchor\" aria-label=\"Permalink: Compositor del turno (curateTurn)\" href=\"#compositor-del-turno-curateturn\"\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\u003ccode\u003eindex.ts\u003c/code\u003e no ensambla el system prompt a mano. \u003ccode\u003ecurateTurn\u003c/code\u003e lee el\nestado en disco (\u003ccode\u003efallback.json\u003c/code\u003e, \u003ccode\u003eautopilot.json\u003c/code\u003e, \u003ccode\u003edomains.json\u003c/code\u003e,\n\u003ccode\u003ebudget.json\u003c/code\u003e, \u003ccode\u003epersona.json\u003c/code\u003e, \u003ccode\u003emodels.json\u003c/code\u003e) y devuelve un parche.\nEl adaptador aplica \u003ccode\u003esetModel\u003c/code\u003e si hay relevo, pinta el pie y devuelve\na pi el \u003ccode\u003esystemPrompt\u003c/code\u003e y el mensaje oculto de persona.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eOrden fijo, de propósito: primero se sana el modelo, luego se elige\nsala, luego se mira el gasto, luego viaja la persona. Mezclar ese\norden duplicaría efectos o inyectaría contexto con el modelo ya\ncaído.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eLa lengua de avisos y pie sale de \u003ccode\u003elib/house-copy.ts\u003c/code\u003e: no se improvisan\ncadenas en las pantallas.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eAutopilot: cascada de detección\u003c/h2\u003e\u003ca id=\"user-content-autopilot-cascada-de-detección\" class=\"anchor\" aria-label=\"Permalink: Autopilot: cascada de detección\" href=\"#autopilot-cascada-de-detección\"\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\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"        prompt del turno\n              │\n              ▼\n   ┌──────────────────────┐   puntúa triggers de los 11 packs\n   │ 1. disparadores      │   (ES/EN, límites de palabra,\n   │    del prompt        │    peso = min(3, ceil(longitud/6)))\n   └──────────┬───────────┘\n        hay ganador ──sí──▶ pack ganador ──┐ (TUI: dom:)\n              │ no                       │\n              ▼                          │\n   ┌──────────────────────┐              │\n   │ 2. hints del repo    │  existeSync  │\n   │    (Dockerfile,      │  por pack    │\n   │    sonar-project…)   │              │\n   └──────────┬───────────┘              │\n        hay ganador ──sí─────────────────┤\n              │ no                       │\n              ▼                          │\n   ┌──────────────────────┐              │\n   │ 3. sticky: último    │──────────────┤\n   │    pack detectado    │              │\n   └──────────┬───────────┘              │\n              │ no                       ▼\n              ▼                 inyecta SOLO ese contexto\n        sin inyección          (envuelto en \u0026lt;domain-packs\u0026gt;)\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003e        prompt del turno\n              │\n              ▼\n   ┌──────────────────────┐   puntúa triggers de los 11 packs\n   │ 1. disparadores      │   (ES/EN, límites de palabra,\n   │    del prompt        │    peso = min(3, ceil(longitud/6)))\n   └──────────┬───────────┘\n        hay ganador ──sí──▶ pack ganador ──┐ (TUI: dom:)\n              │ no                       │\n              ▼                          │\n   ┌──────────────────────┐              │\n   │ 2. hints del repo    │  existeSync  │\n   │    (Dockerfile,      │  por pack    │\n   │    sonar-project…)   │              │\n   └──────────┬───────────┘              │\n        hay ganador ──sí─────────────────┤\n              │ no                       │\n              ▼                          │\n   ┌──────────────────────┐              │\n   │ 3. sticky: último    │──────────────┤\n   │    pack detectado    │              │\n   └──────────┬───────────┘              │\n              │ no                       ▼\n              ▼                 inyecta SOLO ese contexto\n        sin inyección          (envuelto en \u0026lt;domain-packs\u0026gt;)\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eSolo el pack ganador paga coste de contexto. Los disparadores y hints\nson datos del manifiesto de cada pack, no código. Con routing\n\u003ccode\u003econtext+thinking\u003c/code\u003e el harness aplica el \u003ccode\u003ethinkingLevel\u003c/code\u003e recomendado\ndel manifiesto, si el relevo no trajo ya uno.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eA igualdad de puntos gana el pack cuyo \u003ccode\u003ename\u003c/code\u003e va antes en\n\u003ccode\u003elocaleCompare\u003c/code\u003e. Un trigger corto que empató con una palabra genérica\nde otra sala (por ejemplo \u003ccode\u003eproducción\u003c/code\u003e en DevOps) no se «arregla»\ninventando locuciones: se documenta el empate.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eIntenciones, local-first, memoria y watchdog\u003c/h2\u003e\u003ca id=\"user-content-intenciones-local-first-memoria-y-watchdog\" class=\"anchor\" aria-label=\"Permalink: Intenciones, local-first, memoria y watchdog\" href=\"#intenciones-local-first-memoria-y-watchdog\"\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\"\u003eCuatro piezas posteriores que no cambian las máquinas de arriba y sí\ncambian lo que el desarrollador ve:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eIntenciones.\u003c/strong\u003e \u003ccode\u003eclassifyIntention\u003c/code\u003e etiqueta un modelo como\n\u003ccode\u003elocal\u003c/code\u003e, \u003ccode\u003evision\u003c/code\u003e, \u003ccode\u003ereasoner\u003c/code\u003e o \u003ccode\u003efast\u003c/code\u003e según URL local, visión,\nrazonamiento o existencia de precio. \u003ccode\u003e/providers\u003c/code\u003e filtra con eso.\nNo hay ruteo por coste: el presupuesto informa y el relevo salta por\nfallo.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eLocal-first.\u003c/strong\u003e \u003ccode\u003elib/local-first.ts\u003c/code\u003e lista paquetes vivos para\ntrabajo local, cada uno con aviso. No forman parte de esenciales.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eMemoria por proyecto.\u003c/strong\u003e \u003ccode\u003e.alfred-pi/memory-policy.json\u003c/code\u003e en\nel repo del usuario, \u003ccode\u003e{ \"allow\": true }\u003c/code\u003e opt-in. Ausencia o JSON\nilegible = desactivada. Nunca se enciende sola.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eWatchdog de curación.\u003c/strong\u003e \u003ccode\u003eassessCuration\u003c/code\u003e (descargas y fecha de\npublicación, umbral 100 y 90 días) devuelve vivo, en decadencia o\nmuerto. Es informativo; no bloquea \u003ccode\u003epi install\u003c/code\u003e.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eEl generador \u003ccode\u003egenerateDocsSite\u003c/code\u003e convierte los markdown públicos en\nHTML bajo \u003ccode\u003esite/\u003c/code\u003e (canal de actualizaciones) y salta\n\u003ccode\u003edocs/auditoria/\u003c/code\u003e. El sitio de producto es Astro en \u003ccode\u003ewww/\u003c/code\u003e (rama\n\u003ccode\u003elanding\u003c/code\u003e). No duplica contenido a mano.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ePersona: doble vehículo\u003c/h2\u003e\u003ca id=\"user-content-persona-doble-vehículo\" class=\"anchor\" aria-label=\"Permalink: Persona: doble vehículo\" href=\"#persona-doble-vehículo\"\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\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\" primer turno de la sesión\n        │\n        ├──▶ system prompt += \u0026lt;persona\u0026gt;…\u0026lt;/persona\u0026gt;   (modelos fuertes)\n        │\n        └──▶ message oculta (display:false)           (modelos de\n             \u0026quot;Norma de la casa, vigente toda la sesión\u0026quot;  adherencia débil)\n                                                          │\n turnos siguientes: el historial ya la transporta ◀───────┘\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003e primer turno de la sesión\n        │\n        ├──▶ system prompt += \u0026lt;persona\u0026gt;…\u0026lt;/persona\u0026gt;   (modelos fuertes)\n        │\n        └──▶ message oculta (display:false)           (modelos de\n             \"Norma de la casa, vigente toda la sesión\"  adherencia débil)\n                                                          │\n turnos siguientes: el historial ya la transporta ◀───────┘\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eLa directiva viaja oculta en el transcript y persiste; por eso se envía\nuna única vez por sesión y \u003ccode\u003e/persona\u003c/code\u003e surte efecto al turno siguiente.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQué no merece bounded context (descarte D3-H09)\u003c/h2\u003e\u003ca id=\"user-content-qué-no-merece-bounded-context-descarte-d3-h09\" class=\"anchor\" aria-label=\"Permalink: Qué no merece bounded context (descarte D3-H09)\" href=\"#qué-no-merece-bounded-context-descarte-d3-h09\"\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\"\u003eTres frases fijan el mapa de contextos: Persona se entrega en la curación\nde turno; Presentación es adaptador; Instalación es contexto supporting\ncon política advisory.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eEl hallazgo D3-H09 se cierra como descarte de diseño: Persona no tiene\ninvariante más allá de «id conocido o default», no colabora con otros\nagregados y no merece bounded context propio. Por eso no existen carpetas\n\u003ccode\u003epersona/\u003c/code\u003e ni \u003ccode\u003epresentacion/\u003c/code\u003e: Persona vive en la entrega de turno y\nPresentación sigue siendo la capa adaptadora de la TUI, sin modelo propio.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eEscritura segura de configuración\u003c/h2\u003e\u003ca id=\"user-content-escritura-segura-de-configuración\" class=\"anchor\" aria-label=\"Permalink: Escritura segura de configuración\" href=\"#escritura-segura-de-configuración\"\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\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\" cambio solicitado (TUI)\n        ▼\n   planWrites()          resultado final + diff unificado\n        ▼                (sin cambios ⇒ fin, no se escribe nada)\n   diff en pantalla ──▶ confirmación del usuario\n        ▼\n   backupFiles()         copia con marca temporal a\n        ▼                backups/ (retención 10, pin a salvo)\n   atomicWriteText()     tmp + rename, permisos conservados\n        ▼                (auth.json sigue 0600)\n   modelRegistry.refresh()   el cambio aplica EN VIVO\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003e cambio solicitado (TUI)\n        ▼\n   planWrites()          resultado final + diff unificado\n        ▼                (sin cambios ⇒ fin, no se escribe nada)\n   diff en pantalla ──▶ confirmación del usuario\n        ▼\n   backupFiles()         copia con marca temporal a\n        ▼                backups/ (retención 10, pin a salvo)\n   atomicWriteText()     tmp + rename, permisos conservados\n        ▼                (auth.json sigue 0600)\n   modelRegistry.refresh()   el cambio aplica EN VIVO\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eEventos de pi que el harness consume\u003c/h2\u003e\u003ca id=\"user-content-eventos-de-pi-que-el-harness-consume\" class=\"anchor\" aria-label=\"Permalink: Eventos de pi que el harness consume\" href=\"#eventos-de-pi-que-el-harness-consume\"\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\u003eEvento\u003c/th\u003e\n\u003cth\u003eFases\u003c/th\u003e\n\u003cth\u003eUso en el harness\u003c/th\u003e\n\u003c/tr\u003e\n\u003c/thead\u003e\n\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003esession_start\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003earranque, reload, nueva, resume\u003c/td\u003e\n\u003ctd\u003eflag headless, asistente si no hay casa, cabecera, statusline, update-check, reset de persona\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003ebefore_agent_start\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003epre-bucle\u003c/td\u003e\n\u003ctd\u003e\u003ccode\u003ecurateTurn\u003c/code\u003e: relevo, radar, presupuesto, persona\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003eturn_end\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003ecierre de cada turno\u003c/td\u003e\n\u003ctd\u003econteo de fallos por \u003ccode\u003eprovider/model\u003c/code\u003e desde \u003ccode\u003estopReason\u003c/code\u003e (\u003ccode\u003eerror\u003c/code\u003e cuenta, \u003ccode\u003eaborted\u003c/code\u003e es neutro, el resto limpia); nunca \u003ccode\u003esetModel\u003c/code\u003e aquí. Se eligió \u003ccode\u003eturn_end\u003c/code\u003e y no \u003ccode\u003eafter_provider_response\u003c/code\u003e porque pi solo emite este último cuando hay respuesta HTTP: un rechazo de conexión, un DNS, un timeout o un 5xx nunca llegan a él\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003emodel_select\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003ecambio de modelo\u003c/td\u003e\n\u003ctd\u003erefresco del statusline\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/tbody\u003e\n\u003c/table\u003e\u003c/markdown-accessiblity-table\u003e\n\u003cp dir=\"auto\"\u003eEventos de pi que este harness \u003cstrong\u003eno\u003c/strong\u003e engancha: \u003ccode\u003etool_call\u003c/code\u003e,\n\u003ccode\u003etool_result\u003c/code\u003e, \u003ccode\u003ebefore_provider_request\u003c/code\u003e, \u003ccode\u003eagent_settled\u003c/code\u003e. El núcleo\ndel agente sigue su ciclo; la capa de producto actúa en los bordes\ndel turno.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ePresupuesto y uso: de dónde salen los números\u003c/h2\u003e\u003ca id=\"user-content-presupuesto-y-uso-de-dónde-salen-los-números\" class=\"anchor\" aria-label=\"Permalink: Presupuesto y uso: de dónde salen los números\" href=\"#presupuesto-y-uso-de-dónde-salen-los-números\"\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\u003ccode\u003espendToday\u003c/code\u003e agrega el coste del día leyendo los JSONL de sesión de pi\n(mensajes de asistente con \u003ccode\u003eusage\u003c/code\u003e) y multiplicando por la tabla de\nprecios de \u003ccode\u003emodels.json\u003c/code\u003e (la misma que autofilla models.dev). Modelos sin\nprecio: tokens visibles y \u003ccode\u003en/a\u003c/code\u003e; el informe dice cuántos turnos tenían\nprecio. Tarifación honesta: mejor hueco visible que número inventado.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eParalelismo y serie\u003c/h2\u003e\u003ca id=\"user-content-paralelismo-y-serie\" class=\"anchor\" aria-label=\"Permalink: Paralelismo y serie\" href=\"#paralelismo-y-serie\"\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\"\u003eEn paralelo: sondas de vida del doctor, auditorías de paquetes, catálogo\nmodels.dev y canal de actualizaciones (fire-and-forget, nunca bloquean tu\nsesión). En serie, por diseño: escrituras de configuración (plan → diff →\nbackup → atómica) y failover (solo entre turnos; reintentar en mitad de un\nstream duplica efectos).\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eFrontera de pruebas\u003c/h2\u003e\u003ca id=\"user-content-frontera-de-pruebas\" class=\"anchor\" aria-label=\"Permalink: Frontera de pruebas\" href=\"#frontera-de-pruebas\"\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\"\u003eEl gate es \u003ccode\u003ebun test\u003c/code\u003e del harness, sin agente: la frontera lib/ pura lo\npermite. CI añade dos regresiones nacidas de bugs reales: despacho de\ncomandos (los handlers toman \u003ccode\u003e(args, ctx)\u003c/code\u003e) y el guardián de imports\nsin exportar. El check de Astro (\u003ccode\u003ewww/\u003c/code\u003e) no sustituye a esa batería.\nMapa y how-to: \u003ca href=\"/686f6c61/Alfred-Pi/blob/main/docs/probar.md\"\u003eprobar.md\u003c/a\u003e.\u003c/p\u003e\n\u003c/article\u003e","richTextTruncated":false,"renderedFileInfo":null,"symbols":{"timed_out":false,"not_analyzed":false,"symbols":[{"name":"Arquitectura del harness","fully_qualified_name":"Arquitectura del harness","kind":"section_1","ident_start":2,"ident_end":26,"extent_start":0,"extent_end":16385,"ident_utf16":{"start":{"line_number":0,"utf16_col":2},"end":{"line_number":0,"utf16_col":26}},"extent_utf16":{"start":{"line_number":0,"utf16_col":0},"end":{"line_number":335,"utf16_col":0}}},{"name":"Qué es un harness (y cuál es este)","fully_qualified_name":"Qué es un harness (y cuál es este)","kind":"section_2","ident_start":31,"ident_end":67,"extent_start":28,"extent_end":730,"ident_utf16":{"start":{"line_number":2,"utf16_col":3},"end":{"line_number":2,"utf16_col":37}},"extent_utf16":{"start":{"line_number":2,"utf16_col":0},"end":{"line_number":17,"utf16_col":0}}},{"name":"Glosario","fully_qualified_name":"Glosario","kind":"section_2","ident_start":733,"ident_end":741,"extent_start":730,"extent_end":2886,"ident_utf16":{"start":{"line_number":17,"utf16_col":3},"end":{"line_number":17,"utf16_col":11}},"extent_utf16":{"start":{"line_number":17,"utf16_col":0},"end":{"line_number":54,"utf16_col":0}}},{"name":"Principios del harness","fully_qualified_name":"Principios del harness","kind":"section_2","ident_start":2889,"ident_end":2911,"extent_start":2886,"extent_end":3772,"ident_utf16":{"start":{"line_number":54,"utf16_col":3},"end":{"line_number":54,"utf16_col":25}},"extent_utf16":{"start":{"line_number":54,"utf16_col":0},"end":{"line_number":70,"utf16_col":0}}},{"name":"Proceso y carga","fully_qualified_name":"Proceso y carga","kind":"section_2","ident_start":3775,"ident_end":3790,"extent_start":3772,"extent_end":4870,"ident_utf16":{"start":{"line_number":70,"utf16_col":3},"end":{"line_number":70,"utf16_col":18}},"extent_utf16":{"start":{"line_number":70,"utf16_col":0},"end":{"line_number":100,"utf16_col":0}}},{"name":"Flujo de un turno, con fronteras exactas","fully_qualified_name":"Flujo de un turno, con fronteras 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Arquitectura del harness","","## Qué es un harness (y cuál es este)","","Un **harness** es el armazón que rodea a un modelo de IA y lo convierte en","herramienta de trabajo: bucle de conversación, herramientas, contexto,","sesiones, modelos y credenciales. El modelo piensa; el harness ejecuta.","","Este repositorio es un harness de **dos plantas**: pi aporta el harness","base (runtime) y Alfred-Pi aporta la capa de producto: gobierno de","proveedores, packs de trabajo con autopilot, seguridad de instalación,","coste y personalidad. Cuando la documentación dice «el harness», se refiere","a la capa de producto salvo que se indique lo contrario.","","Documento técnico público; las notas internas de decisiones viven fuera del","repositorio.","","## Glosario","","Vocabulario canónico del producto. El código conserva nombres históricos","(`domains.ts`, `domain.json`, prefijo `dom:` en la TUI); este glosario manda","en la documentación y ninguno de esos identificadores se renombra.","","- **pack**: ámbito de trabajo. Directorio de `packs/` con su manifiesto","  (`domain.json`), su `context.md`, skills y prompts. Es la unidad que el","  radar detecta, habilita e inyecta. En público se dice pack, no dominio.","- **paquete**: cosa que se instala (`pi install`, galería, esenciales).","  No es un pack.","- **contexto**: término reservado al DDD: la postura del pack que se","  inyecta en el system prompt envuelta en `\u003cdomain-packs\u003e`. Nunca designa","  la ventana de tokens del modelo ni el historial de la sesión.","- **host**: endpoint de red que referencia un paquete auditado","  (networkHosts). En el tipo `PackageAudit` (lib/pkg-audit.ts) el campo","  `domains` conserva su nombre histórico: léase como networkHosts, la lista","  de hosts de red detectados en las fuentes escaneadas.","- **perfil**: pila `{provider, model, thinkingLevel}` con cadena de","  preferencia; el eslabón activo es el modelo en curso y los demás esperan","  como reserva.","- **relevo**: cambio al siguiente eslabón resoluble tras dos fallos","  consecutivos (HTTP o transporte), siempre entre turnos","  (`before_agent_start`), nunca en mitad de un stream.","- **clave**: credencial de API, literal o referencia `$ENV` / `${VAR}`,","  resuelta en tiempo de sonda. El prefijo `!` se rechaza (no se ejecuta).","  `auth.json` la guarda con permisos 0600.","- **turno**: ciclo completo prompt → respuesta del agente. El harness actúa","  en los bordes: reescribe el mundo antes del turno y contabiliza después.","- **sala**: cómo la TUI nombra al pack activo (`Sala activa: \u003cid\u003e`). No","  sustituye a pack en la documentación; es lengua de pie y avisos.","- **intención**: filtro de modelos por capacidad estable (`local`,","  `vision`, `reasoner`, `fast`). No es ruteo por precio.","- **presupuesto**: tope de gasto diario. Advisory en dos niveles: al 80 %","  avisa una vez al día y al 100 % añade la nota de frugalidad al system","  prompt. Modula, no bloquea.","","## Principios del harness","","1. **Cero dependencias en runtime.** Todo es `node:fs`,","   `node:child_process` y `fetch` nativo. La superficie de cadena de","   suministro es nula.","2. **Archivos nativos de pi como única verdad.** No existe configuración","   paralela: el harness lee y escribe `models.json`, `auth.json` y","   `settings.json`, y recarga el registro de modelos tras cada escritura.","3. **Advisory, nunca bloqueante.** La auditoría de paquetes informa; el","   presupuesto modula; nada detiene un turno en silencio.","4. **Curación entre turnos.** El relevo de modelos y los cambios de estado","   pesados ocurren en `before_agent_start`, nunca en mitad de un stream.","5. **Frontera lib/ pura.** Los módulos de `lib/` no importan nada de pi","   salvo `screens.ts` y `onboarding-flow.ts`. `index.ts` es el adaptador.","   Eso mantiene los tests autónomos (corren con bun, sin agente).","","## Proceso y carga","","pi carga el harness con jiti (TypeScript sin paso de build) desde el","paquete instalado. El alias interno de pi resuelve","`@earendil-works/pi-tui` y `@earendil-works/pi-coding-agent` dentro del","proceso del agente.","","Secuencia de arranque del harness en cada sesión:","","```","pi arranca","   │","   ├─ jiti carga index.ts del paquete instalado","   │     └─ registra 11 comandos + flag --alfred-pi","   │         (alias deprecado --harness-moe; doctor, usage, stack,","   │          autopilot, domains; variantes :json)","   │","   ▼","session_start","   ├─ flag --alfred-pi? ──print──▶ doctor/usage/stack/autopilot/domains","   │                              a stdout (la sesión no se cierra)","   ├─ TUI y sin casa? ──sí──▶ asistente de primer arranque","   ├─ TUI? ──sí──▶ cabecera de producto + statusline (alfred)","   ├─ reset del marcador de persona (una vez por sesión)","   └─ update-check (fire-and-forget a pi.686f6c61.dev, caché 24 h)","   │","   ▼","primer prompt ──▶ before_agent_start ──▶ bucle del agente","```","","## Flujo de un turno, con fronteras exactas","","```"," tú escribes","      │","      ▼","┌──────────────────────────────────────────────────────────────┐","│ before_agent_start                                           │","│ index.ts llama a curateTurn (lib/curate-turn.ts)             │","│                                                              │","│  1. relevo: 2 fallos del modelo activo + perfil activo       │","│     ⇒ heal al siguiente eslabón resoluble (setModel aquí)    │","│  2. radar: prompt → hints de repo → sticky                   │","│     ⇒ contexto de UN pack envuelto en \u003cdomain-packs\u003e         │","│     pie: Sala activa / sin sala                              │","│  3. presupuesto: gasto del día vs tope ⇒ nota si 100 %       │","│  4. persona: primer turno → mensaje oculto (display:false)   │","│  resultado: { systemPrompt, message?, heal? }                │","└──────────────────────────────────────────────────────────────┘","      │","      ▼","   el modelo decide (con menú de skills de todos los packs)","      │","      ├──▶ respuesta directa","      ├──▶ tool call (bash/read/...) ──▶ resultados ──▶ (vuelve a decidir)","      ▼","┌──────────────────────────────────────────────────────────────┐","│ turn_end                                                     │","│   stopReason → contador por provider/model (semáforo fb:)    │","│   error cuenta; aborto es neutro; éxito limpia la racha      │","└──────────────────────────────────────────────────────────────┘","      │","      ▼"," model_select / fin de turno ──▶ statusline: alfred · alfred-sala · alfred-presupuesto","```","","## Máquina de estados: failover","","```","            respuesta HTTP ok","   ┌──────────────◀──────────────┐","   │                             │ contador = 0","   ▼                             │"," [SANO] ──fallo HTTP──▶ [fallo=1] ──fallo──▶ [fallo=2 = UMBRAL]","                                                │","                              before_agent_start del PRÓXIMO turno","                                                ▼","                        siguiente eslabón resoluble de la pila fb:","                        existe en registro + credencial configurada","                                   │ sí                    │ no","                                   ▼                        ▼","                            setModel + aviso          se queda y avisa","                            contador del caído = 0","```","","Reglas dura: nunca en mitad de un stream; el contador del modelo retirado","se limpia para que recupere su turno más adelante.","","## Máquina de estados: presupuesto","","```"," gasto del día (sesiones locales × precios de models.json)","        │","        ▼","   [\u003c 80%] ──ok──▶ statusline «Presupuesto: N % de X USD»","        │","   [≥ 80%] ──▶ aviso una sola vez al día (warnedOn)","        │","   [≥ 100%] ──▶ aviso crítico + nota \u003cbudget-exceeded\u003e en el system","                 prompt (frugalidad: respuestas cortas, nada de fleets)","```","","Observa y modula; no bloquea. Sin tope configurado no hay estados.","","## Compositor del turno (`curateTurn`)","","`index.ts` no ensambla el system prompt a mano. `curateTurn` lee el","estado en disco (`fallback.json`, `autopilot.json`, `domains.json`,","`budget.json`, `persona.json`, `models.json`) y devuelve un parche.","El adaptador aplica `setModel` si hay relevo, pinta el pie y devuelve","a pi el `systemPrompt` y el mensaje oculto de persona.","","Orden fijo, de propósito: primero se sana el modelo, luego se elige","sala, luego se mira el gasto, luego viaja la persona. Mezclar ese","orden duplicaría efectos o inyectaría contexto con el modelo ya","caído.","","La lengua de avisos y pie sale de `lib/house-copy.ts`: no se improvisan","cadenas en las pantallas.","","## Autopilot: cascada de detección","","```","        prompt del turno","              │","              ▼","   ┌──────────────────────┐   puntúa triggers de los 11 packs","   │ 1. disparadores      │   (ES/EN, límites de palabra,","   │    del prompt        │    peso = min(3, ceil(longitud/6)))","   └──────────┬───────────┘","        hay ganador ──sí──▶ pack ganador ──┐ (TUI: dom:)","              │ no                       │","              ▼                          │","   ┌──────────────────────┐              │","   │ 2. hints del repo    │  existeSync  │","   │    (Dockerfile,      │  por pack    │","   │    sonar-project…)   │              │","   └──────────┬───────────┘              │","        hay ganador ──sí─────────────────┤","              │ no                       │","              ▼                          │","   ┌──────────────────────┐              │","   │ 3. sticky: último    │──────────────┤","   │    pack detectado    │              │","   └──────────┬───────────┘              │","              │ no                       ▼","              ▼                 inyecta SOLO ese contexto","        sin inyección          (envuelto en \u003cdomain-packs\u003e)","```","","Solo el pack ganador paga coste de contexto. Los disparadores y hints","son datos del manifiesto de cada pack, no código. Con routing","`context+thinking` el harness aplica el `thinkingLevel` recomendado","del manifiesto, si el relevo no trajo ya uno.","","A igualdad de puntos gana el pack cuyo `name` va antes en","`localeCompare`. Un trigger corto que empató con una palabra genérica","de otra sala (por ejemplo `producción` en DevOps) no se «arregla»","inventando locuciones: se documenta el empate.","","## Intenciones, local-first, memoria y watchdog","","Cuatro piezas posteriores que no cambian las máquinas de arriba y sí","cambian lo que el desarrollador ve:","","- **Intenciones.** `classifyIntention` etiqueta un modelo como","  `local`, `vision`, `reasoner` o `fast` según URL local, visión,","  razonamiento o existencia de precio. `/providers` filtra con eso.","  No hay ruteo por coste: el presupuesto informa y el relevo salta por","  fallo.","- **Local-first.** `lib/local-first.ts` lista paquetes vivos para","  trabajo local, cada uno con aviso. No forman parte de esenciales.","- **Memoria por proyecto.** `.alfred-pi/memory-policy.json` en","  el repo del usuario, `{ \"allow\": true }` opt-in. Ausencia o JSON","  ilegible = desactivada. Nunca se enciende sola.","- **Watchdog de curación.** `assessCuration` (descargas y fecha de","  publicación, umbral 100 y 90 días) devuelve vivo, en decadencia o","  muerto. Es informativo; no bloquea `pi install`.","","El generador `generateDocsSite` convierte los markdown públicos en","HTML bajo `site/` (canal de actualizaciones) y salta","`docs/auditoria/`. El sitio de producto es Astro en `www/` (rama","`landing`). No duplica contenido a mano.","","## Persona: doble vehículo","","```"," primer turno de la sesión","        │","        ├──▶ system prompt += \u003cpersona\u003e…\u003c/persona\u003e   (modelos fuertes)","        │","        └──▶ message oculta (display:false)           (modelos de","             \"Norma de la casa, vigente toda la sesión\"  adherencia débil)","                                                          │"," turnos siguientes: el historial ya la transporta ◀───────┘","```","","La directiva viaja oculta en el transcript y persiste; por eso se envía","una única vez por sesión y `/persona` surte efecto al turno siguiente.","","## Qué no merece bounded context (descarte D3-H09)","","Tres frases fijan el mapa de contextos: Persona se entrega en la curación","de turno; Presentación es adaptador; Instalación es contexto supporting","con política advisory.","","El hallazgo D3-H09 se cierra como descarte de diseño: Persona no tiene","invariante más allá de «id conocido o default», no colabora con otros","agregados y no merece bounded context propio. Por eso no existen carpetas","`persona/` ni `presentacion/`: Persona vive en la entrega de turno y","Presentación sigue siendo la capa adaptadora de la TUI, sin modelo propio.","","## Escritura segura de configuración","","```"," cambio solicitado (TUI)","        ▼","   planWrites()          resultado final + diff unificado","        ▼                (sin cambios ⇒ fin, no se escribe nada)","   diff en pantalla ──▶ confirmación del usuario","        ▼","   backupFiles()         copia con marca temporal a","        ▼                backups/ (retención 10, pin a salvo)","   atomicWriteText()     tmp + rename, permisos conservados","        ▼                (auth.json sigue 0600)","   modelRegistry.refresh()   el cambio aplica EN VIVO","```","","## Eventos de pi que el harness consume","","| Evento | Fases | Uso en el harness |","|---|---|---|","| `session_start` | arranque, reload, nueva, resume | flag headless, asistente si no hay casa, cabecera, statusline, update-check, reset de persona |","| `before_agent_start` | pre-bucle | `curateTurn`: relevo, radar, presupuesto, persona |","| `turn_end` | cierre de cada turno | conteo de fallos por `provider/model` desde `stopReason` (`error` cuenta, `aborted` es neutro, el resto limpia); nunca `setModel` aquí. Se eligió `turn_end` y no `after_provider_response` porque pi solo emite este último cuando hay respuesta HTTP: un rechazo de conexión, un DNS, un timeout o un 5xx nunca llegan a él |","| `model_select` | cambio de modelo | refresco del statusline |","","Eventos de pi que este harness **no** engancha: `tool_call`,","`tool_result`, `before_provider_request`, `agent_settled`. El núcleo","del agente sigue su ciclo; la capa de producto actúa en los bordes","del turno.","","## Presupuesto y uso: de dónde salen los números","","`spendToday` agrega el coste del día leyendo los JSONL de sesión de pi","(mensajes de asistente con `usage`) y multiplicando por la tabla de","precios de `models.json` (la misma que autofilla models.dev). Modelos sin","precio: tokens visibles y `n/a`; el informe dice cuántos turnos tenían","precio. Tarifación honesta: mejor hueco visible que número inventado.","","## Paralelismo y serie","","En paralelo: sondas de vida del doctor, auditorías de paquetes, catálogo","models.dev y canal de actualizaciones (fire-and-forget, nunca bloquean tu","sesión). En serie, por diseño: escrituras de configuración (plan → diff →","backup → atómica) y failover (solo entre turnos; reintentar en mitad de un","stream duplica efectos).","","## Frontera de pruebas","","El gate es `bun test` del harness, sin agente: la frontera lib/ pura lo","permite. CI añade dos regresiones nacidas de bugs reales: despacho de","comandos (los handlers toman `(args, ctx)`) y el guardián de imports","sin exportar. El check de Astro (`www/`) no sustituye a esa batería.","Mapa y how-to: 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<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Qué es un harness (y cuál es este)</h2><a id="user-content-qué-es-un-harness-y-cuál-es-este" class="anchor" aria-label="Permalink: Qué es un harness (y cuál es este)" href="#qué-es-un-harness-y-cuál-es-este"><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">Un <strong>harness</strong> es el armazón que rodea a un modelo de IA y lo convierte en
herramienta de trabajo: bucle de conversación, herramientas, contexto,
sesiones, modelos y credenciales. El modelo piensa; el harness ejecuta.</p>
<p dir="auto">Este repositorio es un harness de <strong>dos plantas</strong>: pi aporta el harness
base (runtime) y Alfred-Pi aporta la capa de producto: gobierno de
proveedores, packs de trabajo con autopilot, seguridad de instalación,
coste y personalidad. Cuando la documentación dice «el harness», se refiere
a la capa de producto salvo que se indique lo contrario.</p>
<p dir="auto">Documento técnico público; las notas internas de decisiones viven fuera del
repositorio.</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Glosario</h2><a id="user-content-glosario" class="anchor" aria-label="Permalink: Glosario" href="#glosario"><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">Vocabulario canónico del producto. El código conserva nombres históricos
(<code>domains.ts</code>, <code>domain.json</code>, prefijo <code>dom:</code> en la TUI); este glosario manda
en la documentación y ninguno de esos identificadores se renombra.</p>
<ul dir="auto">
<li><strong>pack</strong>: ámbito de trabajo. Directorio de <code>packs/</code> con su manifiesto
(<code>domain.json</code>), su <code>context.md</code>, skills y prompts. Es la unidad que el
radar detecta, habilita e inyecta. En público se dice pack, no dominio.</li>
<li><strong>paquete</strong>: cosa que se instala (<code>pi install</code>, galería, esenciales).
No es un pack.</li>
<li><strong>contexto</strong>: término reservado al DDD: la postura del pack que se
inyecta en el system prompt envuelta en <code>&lt;domain-packs&gt;</code>. Nunca designa
la ventana de tokens del modelo ni el historial de la sesión.</li>
<li><strong>host</strong>: endpoint de red que referencia un paquete auditado
(networkHosts). En el tipo <code>PackageAudit</code> (lib/pkg-audit.ts) el campo
<code>domains</code> conserva su nombre histórico: léase como networkHosts, la lista
de hosts de red detectados en las fuentes escaneadas.</li>
<li><strong>perfil</strong>: pila <code>{provider, model, thinkingLevel}</code> con cadena de
preferencia; el eslabón activo es el modelo en curso y los demás esperan
como reserva.</li>
<li><strong>relevo</strong>: cambio al siguiente eslabón resoluble tras dos fallos
consecutivos (HTTP o transporte), siempre entre turnos
(<code>before_agent_start</code>), nunca en mitad de un stream.</li>
<li><strong>clave</strong>: credencial de API, literal o referencia <code>$ENV</code> / <code>${VAR}</code>,
resuelta en tiempo de sonda. El prefijo <code>!</code> se rechaza (no se ejecuta).
<code>auth.json</code> la guarda con permisos 0600.</li>
<li><strong>turno</strong>: ciclo completo prompt → respuesta del agente. El harness actúa
en los bordes: reescribe el mundo antes del turno y contabiliza después.</li>
<li><strong>sala</strong>: cómo la TUI nombra al pack activo (<code>Sala activa: &lt;id&gt;</code>). No
sustituye a pack en la documentación; es lengua de pie y avisos.</li>
<li><strong>intención</strong>: filtro de modelos por capacidad estable (<code>local</code>,
<code>vision</code>, <code>reasoner</code>, <code>fast</code>). No es ruteo por precio.</li>
<li><strong>presupuesto</strong>: tope de gasto diario. Advisory en dos niveles: al 80 %
avisa una vez al día y al 100 % añade la nota de frugalidad al system
prompt. Modula, no bloquea.</li>
</ul>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Principios del harness</h2><a id="user-content-principios-del-harness" class="anchor" aria-label="Permalink: Principios del harness" href="#principios-del-harness"><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>
<ol dir="auto">
<li><strong>Cero dependencias en runtime.</strong> Todo es <code>node:fs</code>,
<code>node:child_process</code> y <code>fetch</code> nativo. La superficie de cadena de
suministro es nula.</li>
<li><strong>Archivos nativos de pi como única verdad.</strong> No existe configuración
paralela: el harness lee y escribe <code>models.json</code>, <code>auth.json</code> y
<code>settings.json</code>, y recarga el registro de modelos tras cada escritura.</li>
<li><strong>Advisory, nunca bloqueante.</strong> La auditoría de paquetes informa; el
presupuesto modula; nada detiene un turno en silencio.</li>
<li><strong>Curación entre turnos.</strong> El relevo de modelos y los cambios de estado
pesados ocurren en <code>before_agent_start</code>, nunca en mitad de un stream.</li>
<li><strong>Frontera lib/ pura.</strong> Los módulos de <code>lib/</code> no importan nada de pi
salvo <code>screens.ts</code> y <code>onboarding-flow.ts</code>. <code>index.ts</code> es el adaptador.
Eso mantiene los tests autónomos (corren con bun, sin agente).</li>
</ol>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Proceso y carga</h2><a id="user-content-proceso-y-carga" class="anchor" aria-label="Permalink: Proceso y carga" href="#proceso-y-carga"><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">pi carga el harness con jiti (TypeScript sin paso de build) desde el
paquete instalado. El alias interno de pi resuelve
<code>@earendil-works/pi-tui</code> y <code>@earendil-works/pi-coding-agent</code> dentro del
proceso del agente.</p>
<p dir="auto">Secuencia de arranque del harness en cada sesión:</p>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="pi arranca
   │
   ├─ jiti carga index.ts del paquete instalado
   │     └─ registra 11 comandos + flag --alfred-pi
   │         (alias deprecado --harness-moe; doctor, usage, stack,
   │          autopilot, domains; variantes :json)
   │
   ▼
session_start
   ├─ flag --alfred-pi? ──print──▶ doctor/usage/stack/autopilot/domains
   │                              a stdout (la sesión no se cierra)
   ├─ TUI y sin casa? ──sí──▶ asistente de primer arranque
   ├─ TUI? ──sí──▶ cabecera de producto + statusline (alfred)
   ├─ reset del marcador de persona (una vez por sesión)
   └─ update-check (fire-and-forget a pi.686f6c61.dev, caché 24 h)
   │
   ▼
primer prompt ──▶ before_agent_start ──▶ bucle del agente"><pre class="notranslate"><code>pi arranca
   │
   ├─ jiti carga index.ts del paquete instalado
   │     └─ registra 11 comandos + flag --alfred-pi
   │         (alias deprecado --harness-moe; doctor, usage, stack,
   │          autopilot, domains; variantes :json)
   │
   ▼
session_start
   ├─ flag --alfred-pi? ──print──▶ doctor/usage/stack/autopilot/domains
   │                              a stdout (la sesión no se cierra)
   ├─ TUI y sin casa? ──sí──▶ asistente de primer arranque
   ├─ TUI? ──sí──▶ cabecera de producto + statusline (alfred)
   ├─ reset del marcador de persona (una vez por sesión)
   └─ update-check (fire-and-forget a pi.686f6c61.dev, caché 24 h)
   │
   ▼
primer prompt ──▶ before_agent_start ──▶ bucle del agente
</code></pre></div>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Flujo de un turno, con fronteras exactas</h2><a id="user-content-flujo-de-un-turno-con-fronteras-exactas" class="anchor" aria-label="Permalink: Flujo de un turno, con fronteras exactas" href="#flujo-de-un-turno-con-fronteras-exactas"><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>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content=" tú escribes
      │
      ▼
┌──────────────────────────────────────────────────────────────┐
│ before_agent_start                                           │
│ index.ts llama a curateTurn (lib/curate-turn.ts)             │
│                                                              │
│  1. relevo: 2 fallos del modelo activo + perfil activo       │
│     ⇒ heal al siguiente eslabón resoluble (setModel aquí)    │
│  2. radar: prompt → hints de repo → sticky                   │
│     ⇒ contexto de UN pack envuelto en &lt;domain-packs&gt;         │
│     pie: Sala activa / sin sala                              │
│  3. presupuesto: gasto del día vs tope ⇒ nota si 100 %       │
│  4. persona: primer turno → mensaje oculto (display:false)   │
│  resultado: { systemPrompt, message?, heal? }                │
└──────────────────────────────────────────────────────────────┘
      │
      ▼
   el modelo decide (con menú de skills de todos los packs)
      │
      ├──▶ respuesta directa
      ├──▶ tool call (bash/read/...) ──▶ resultados ──▶ (vuelve a decidir)
      ▼
┌──────────────────────────────────────────────────────────────┐
│ turn_end                                                     │
│   stopReason → contador por provider/model (semáforo fb:)    │
│   error cuenta; aborto es neutro; éxito limpia la racha      │
└──────────────────────────────────────────────────────────────┘
      │
      ▼
 model_select / fin de turno ──▶ statusline: alfred · alfred-sala · alfred-presupuesto"><pre class="notranslate"><code> tú escribes
      │
      ▼
┌──────────────────────────────────────────────────────────────┐
│ before_agent_start                                           │
│ index.ts llama a curateTurn (lib/curate-turn.ts)             │
│                                                              │
│  1. relevo: 2 fallos del modelo activo + perfil activo       │
│     ⇒ heal al siguiente eslabón resoluble (setModel aquí)    │
│  2. radar: prompt → hints de repo → sticky                   │
│     ⇒ contexto de UN pack envuelto en &lt;domain-packs&gt;         │
│     pie: Sala activa / sin sala                              │
│  3. presupuesto: gasto del día vs tope ⇒ nota si 100 %       │
│  4. persona: primer turno → mensaje oculto (display:false)   │
│  resultado: { systemPrompt, message?, heal? }                │
└──────────────────────────────────────────────────────────────┘
      │
      ▼
   el modelo decide (con menú de skills de todos los packs)
      │
      ├──▶ respuesta directa
      ├──▶ tool call (bash/read/...) ──▶ resultados ──▶ (vuelve a decidir)
      ▼
┌──────────────────────────────────────────────────────────────┐
│ turn_end                                                     │
│   stopReason → contador por provider/model (semáforo fb:)    │
│   error cuenta; aborto es neutro; éxito limpia la racha      │
└──────────────────────────────────────────────────────────────┘
      │
      ▼
 model_select / fin de turno ──▶ statusline: alfred · alfred-sala · alfred-presupuesto
</code></pre></div>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Máquina de estados: failover</h2><a id="user-content-máquina-de-estados-failover" class="anchor" aria-label="Permalink: Máquina de estados: failover" href="#máquina-de-estados-failover"><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>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="            respuesta HTTP ok
   ┌──────────────◀──────────────┐
   │                             │ contador = 0
   ▼                             │
 [SANO] ──fallo HTTP──▶ [fallo=1] ──fallo──▶ [fallo=2 = UMBRAL]
                                                │
                              before_agent_start del PRÓXIMO turno
                                                ▼
                        siguiente eslabón resoluble de la pila fb:
                        existe en registro + credencial configurada
                                   │ sí                    │ no
                                   ▼                        ▼
                            setModel + aviso          se queda y avisa
                            contador del caído = 0"><pre class="notranslate"><code>            respuesta HTTP ok
   ┌──────────────◀──────────────┐
   │                             │ contador = 0
   ▼                             │
 [SANO] ──fallo HTTP──▶ [fallo=1] ──fallo──▶ [fallo=2 = UMBRAL]
                                                │
                              before_agent_start del PRÓXIMO turno
                                                ▼
                        siguiente eslabón resoluble de la pila fb:
                        existe en registro + credencial configurada
                                   │ sí                    │ no
                                   ▼                        ▼
                            setModel + aviso          se queda y avisa
                            contador del caído = 0
</code></pre></div>
<p dir="auto">Reglas dura: nunca en mitad de un stream; el contador del modelo retirado
se limpia para que recupere su turno más adelante.</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Máquina de estados: presupuesto</h2><a id="user-content-máquina-de-estados-presupuesto" class="anchor" aria-label="Permalink: Máquina de estados: presupuesto" href="#máquina-de-estados-presupuesto"><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>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content=" gasto del día (sesiones locales × precios de models.json)
        │
        ▼
   [&lt; 80%] ──ok──▶ statusline «Presupuesto: N % de X USD»
        │
   [≥ 80%] ──▶ aviso una sola vez al día (warnedOn)
        │
   [≥ 100%] ──▶ aviso crítico + nota &lt;budget-exceeded&gt; en el system
                 prompt (frugalidad: respuestas cortas, nada de fleets)"><pre class="notranslate"><code> gasto del día (sesiones locales × precios de models.json)
        │
        ▼
   [&lt; 80%] ──ok──▶ statusline «Presupuesto: N % de X USD»
        │
   [≥ 80%] ──▶ aviso una sola vez al día (warnedOn)
        │
   [≥ 100%] ──▶ aviso crítico + nota &lt;budget-exceeded&gt; en el system
                 prompt (frugalidad: respuestas cortas, nada de fleets)
</code></pre></div>
<p dir="auto">Observa y modula; no bloquea. Sin tope configurado no hay estados.</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Compositor del turno (<code>curateTurn</code>)</h2><a id="user-content-compositor-del-turno-curateturn" class="anchor" aria-label="Permalink: Compositor del turno (curateTurn)" href="#compositor-del-turno-curateturn"><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"><code>index.ts</code> no ensambla el system prompt a mano. <code>curateTurn</code> lee el
estado en disco (<code>fallback.json</code>, <code>autopilot.json</code>, <code>domains.json</code>,
<code>budget.json</code>, <code>persona.json</code>, <code>models.json</code>) y devuelve un parche.
El adaptador aplica <code>setModel</code> si hay relevo, pinta el pie y devuelve
a pi el <code>systemPrompt</code> y el mensaje oculto de persona.</p>
<p dir="auto">Orden fijo, de propósito: primero se sana el modelo, luego se elige
sala, luego se mira el gasto, luego viaja la persona. Mezclar ese
orden duplicaría efectos o inyectaría contexto con el modelo ya
caído.</p>
<p dir="auto">La lengua de avisos y pie sale de <code>lib/house-copy.ts</code>: no se improvisan
cadenas en las pantallas.</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Autopilot: cascada de detección</h2><a id="user-content-autopilot-cascada-de-detección" class="anchor" aria-label="Permalink: Autopilot: cascada de detección" href="#autopilot-cascada-de-detección"><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>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="        prompt del turno
              │
              ▼
   ┌──────────────────────┐   puntúa triggers de los 11 packs
   │ 1. disparadores      │   (ES/EN, límites de palabra,
   │    del prompt        │    peso = min(3, ceil(longitud/6)))
   └──────────┬───────────┘
        hay ganador ──sí──▶ pack ganador ──┐ (TUI: dom:)
              │ no                       │
              ▼                          │
   ┌──────────────────────┐              │
   │ 2. hints del repo    │  existeSync  │
   │    (Dockerfile,      │  por pack    │
   │    sonar-project…)   │              │
   └──────────┬───────────┘              │
        hay ganador ──sí─────────────────┤
              │ no                       │
              ▼                          │
   ┌──────────────────────┐              │
   │ 3. sticky: último    │──────────────┤
   │    pack detectado    │              │
   └──────────┬───────────┘              │
              │ no                       ▼
              ▼                 inyecta SOLO ese contexto
        sin inyección          (envuelto en &lt;domain-packs&gt;)"><pre class="notranslate"><code>        prompt del turno
              │
              ▼
   ┌──────────────────────┐   puntúa triggers de los 11 packs
   │ 1. disparadores      │   (ES/EN, límites de palabra,
   │    del prompt        │    peso = min(3, ceil(longitud/6)))
   └──────────┬───────────┘
        hay ganador ──sí──▶ pack ganador ──┐ (TUI: dom:)
              │ no                       │
              ▼                          │
   ┌──────────────────────┐              │
   │ 2. hints del repo    │  existeSync  │
   │    (Dockerfile,      │  por pack    │
   │    sonar-project…)   │              │
   └──────────┬───────────┘              │
        hay ganador ──sí─────────────────┤
              │ no                       │
              ▼                          │
   ┌──────────────────────┐              │
   │ 3. sticky: último    │──────────────┤
   │    pack detectado    │              │
   └──────────┬───────────┘              │
              │ no                       ▼
              ▼                 inyecta SOLO ese contexto
        sin inyección          (envuelto en &lt;domain-packs&gt;)
</code></pre></div>
<p dir="auto">Solo el pack ganador paga coste de contexto. Los disparadores y hints
son datos del manifiesto de cada pack, no código. Con routing
<code>context+thinking</code> el harness aplica el <code>thinkingLevel</code> recomendado
del manifiesto, si el relevo no trajo ya uno.</p>
<p dir="auto">A igualdad de puntos gana el pack cuyo <code>name</code> va antes en
<code>localeCompare</code>. Un trigger corto que empató con una palabra genérica
de otra sala (por ejemplo <code>producción</code> en DevOps) no se «arregla»
inventando locuciones: se documenta el empate.</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Intenciones, local-first, memoria y watchdog</h2><a id="user-content-intenciones-local-first-memoria-y-watchdog" class="anchor" aria-label="Permalink: Intenciones, local-first, memoria y watchdog" href="#intenciones-local-first-memoria-y-watchdog"><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">Cuatro piezas posteriores que no cambian las máquinas de arriba y sí
cambian lo que el desarrollador ve:</p>
<ul dir="auto">
<li><strong>Intenciones.</strong> <code>classifyIntention</code> etiqueta un modelo como
<code>local</code>, <code>vision</code>, <code>reasoner</code> o <code>fast</code> según URL local, visión,
razonamiento o existencia de precio. <code>/providers</code> filtra con eso.
No hay ruteo por coste: el presupuesto informa y el relevo salta por
fallo.</li>
<li><strong>Local-first.</strong> <code>lib/local-first.ts</code> lista paquetes vivos para
trabajo local, cada uno con aviso. No forman parte de esenciales.</li>
<li><strong>Memoria por proyecto.</strong> <code>.alfred-pi/memory-policy.json</code> en
el repo del usuario, <code>{ "allow": true }</code> opt-in. Ausencia o JSON
ilegible = desactivada. Nunca se enciende sola.</li>
<li><strong>Watchdog de curación.</strong> <code>assessCuration</code> (descargas y fecha de
publicación, umbral 100 y 90 días) devuelve vivo, en decadencia o
muerto. Es informativo; no bloquea <code>pi install</code>.</li>
</ul>
<p dir="auto">El generador <code>generateDocsSite</code> convierte los markdown públicos en
HTML bajo <code>site/</code> (canal de actualizaciones) y salta
<code>docs/auditoria/</code>. El sitio de producto es Astro en <code>www/</code> (rama
<code>landing</code>). No duplica contenido a mano.</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Persona: doble vehículo</h2><a id="user-content-persona-doble-vehículo" class="anchor" aria-label="Permalink: Persona: doble vehículo" href="#persona-doble-vehículo"><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>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content=" primer turno de la sesión
        │
        ├──▶ system prompt += &lt;persona&gt;…&lt;/persona&gt;   (modelos fuertes)
        │
        └──▶ message oculta (display:false)           (modelos de
             &quot;Norma de la casa, vigente toda la sesión&quot;  adherencia débil)
                                                          │
 turnos siguientes: el historial ya la transporta ◀───────┘"><pre class="notranslate"><code> primer turno de la sesión
        │
        ├──▶ system prompt += &lt;persona&gt;…&lt;/persona&gt;   (modelos fuertes)
        │
        └──▶ message oculta (display:false)           (modelos de
             "Norma de la casa, vigente toda la sesión"  adherencia débil)
                                                          │
 turnos siguientes: el historial ya la transporta ◀───────┘
</code></pre></div>
<p dir="auto">La directiva viaja oculta en el transcript y persiste; por eso se envía
una única vez por sesión y <code>/persona</code> surte efecto al turno siguiente.</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Qué no merece bounded context (descarte D3-H09)</h2><a id="user-content-qué-no-merece-bounded-context-descarte-d3-h09" class="anchor" aria-label="Permalink: Qué no merece bounded context (descarte D3-H09)" href="#qué-no-merece-bounded-context-descarte-d3-h09"><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">Tres frases fijan el mapa de contextos: Persona se entrega en la curación
de turno; Presentación es adaptador; Instalación es contexto supporting
con política advisory.</p>
<p dir="auto">El hallazgo D3-H09 se cierra como descarte de diseño: Persona no tiene
invariante más allá de «id conocido o default», no colabora con otros
agregados y no merece bounded context propio. Por eso no existen carpetas
<code>persona/</code> ni <code>presentacion/</code>: Persona vive en la entrega de turno y
Presentación sigue siendo la capa adaptadora de la TUI, sin modelo propio.</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Escritura segura de configuración</h2><a id="user-content-escritura-segura-de-configuración" class="anchor" aria-label="Permalink: Escritura segura de configuración" href="#escritura-segura-de-configuración"><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>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content=" cambio solicitado (TUI)
        ▼
   planWrites()          resultado final + diff unificado
        ▼                (sin cambios ⇒ fin, no se escribe nada)
   diff en pantalla ──▶ confirmación del usuario
        ▼
   backupFiles()         copia con marca temporal a
        ▼                backups/ (retención 10, pin a salvo)
   atomicWriteText()     tmp + rename, permisos conservados
        ▼                (auth.json sigue 0600)
   modelRegistry.refresh()   el cambio aplica EN VIVO"><pre class="notranslate"><code> cambio solicitado (TUI)
        ▼
   planWrites()          resultado final + diff unificado
        ▼                (sin cambios ⇒ fin, no se escribe nada)
   diff en pantalla ──▶ confirmación del usuario
        ▼
   backupFiles()         copia con marca temporal a
        ▼                backups/ (retención 10, pin a salvo)
   atomicWriteText()     tmp + rename, permisos conservados
        ▼                (auth.json sigue 0600)
   modelRegistry.refresh()   el cambio aplica EN VIVO
</code></pre></div>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Eventos de pi que el harness consume</h2><a id="user-content-eventos-de-pi-que-el-harness-consume" class="anchor" aria-label="Permalink: Eventos de pi que el harness consume" href="#eventos-de-pi-que-el-harness-consume"><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>Evento</th>
<th>Fases</th>
<th>Uso en el harness</th>
</tr>
</thead>
<tbody>
<tr>
<td><code>session_start</code></td>
<td>arranque, reload, nueva, resume</td>
<td>flag headless, asistente si no hay casa, cabecera, statusline, update-check, reset de persona</td>
</tr>
<tr>
<td><code>before_agent_start</code></td>
<td>pre-bucle</td>
<td><code>curateTurn</code>: relevo, radar, presupuesto, persona</td>
</tr>
<tr>
<td><code>turn_end</code></td>
<td>cierre de cada turno</td>
<td>conteo de fallos por <code>provider/model</code> desde <code>stopReason</code> (<code>error</code> cuenta, <code>aborted</code> es neutro, el resto limpia); nunca <code>setModel</code> aquí. Se eligió <code>turn_end</code> y no <code>after_provider_response</code> porque pi solo emite este último cuando hay respuesta HTTP: un rechazo de conexión, un DNS, un timeout o un 5xx nunca llegan a él</td>
</tr>
<tr>
<td><code>model_select</code></td>
<td>cambio de modelo</td>
<td>refresco del statusline</td>
</tr>
</tbody>
</table></markdown-accessiblity-table>
<p dir="auto">Eventos de pi que este harness <strong>no</strong> engancha: <code>tool_call</code>,
<code>tool_result</code>, <code>before_provider_request</code>, <code>agent_settled</code>. El núcleo
del agente sigue su ciclo; la capa de producto actúa en los bordes
del turno.</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Presupuesto y uso: de dónde salen los números</h2><a id="user-content-presupuesto-y-uso-de-dónde-salen-los-números" class="anchor" aria-label="Permalink: Presupuesto y uso: de dónde salen los números" href="#presupuesto-y-uso-de-dónde-salen-los-números"><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"><code>spendToday</code> agrega el coste del día leyendo los JSONL de sesión de pi
(mensajes de asistente con <code>usage</code>) y multiplicando por la tabla de
precios de <code>models.json</code> (la misma que autofilla models.dev). Modelos sin
precio: tokens visibles y <code>n/a</code>; el informe dice cuántos turnos tenían
precio. Tarifación honesta: mejor hueco visible que número inventado.</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Paralelismo y serie</h2><a id="user-content-paralelismo-y-serie" class="anchor" aria-label="Permalink: Paralelismo y serie" href="#paralelismo-y-serie"><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">En paralelo: sondas de vida del doctor, auditorías de paquetes, catálogo
models.dev y canal de actualizaciones (fire-and-forget, nunca bloquean tu
sesión). En serie, por diseño: escrituras de configuración (plan → diff →
backup → atómica) y failover (solo entre turnos; reintentar en mitad de un
stream duplica efectos).</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Frontera de pruebas</h2><a id="user-content-frontera-de-pruebas" class="anchor" aria-label="Permalink: Frontera de pruebas" href="#frontera-de-pruebas"><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">El gate es <code>bun test</code> del harness, sin agente: la frontera lib/ pura lo
permite. CI añade dos regresiones nacidas de bugs reales: despacho de
comandos (los handlers toman <code>(args, ctx)</code>) y el guardián de imports
sin exportar. El check de Astro (<code>www/</code>) no sustituye a esa batería.
Mapa y how-to: <a href="/686f6c61/Alfred-Pi/blob/main/docs/probar.md">probar.md</a>.</p>
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      class="Link--secondary underline-on-hover border-0 p-0 color-bg-transparent"
      data-action="click:cookie-consent-link#showConsentManagement"
      data-analytics-event="{&quot;location&quot;:&quot;footer&quot;,&quot;action&quot;:&quot;cookies&quot;,&quot;context&quot;:&quot;subfooter&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;cookies_link_subfooter_footer&quot;}"
    >
      Manage cookies
    </button>
  </cookie-consent-link>
</li>

  <li class="mx-2">
    <cookie-consent-link>
      <button
        type="button"
        class="Link--secondary underline-on-hover border-0 p-0 color-bg-transparent text-left"
        data-action="click:cookie-consent-link#showConsentManagement"
        data-analytics-event="{&quot;location&quot;:&quot;footer&quot;,&quot;action&quot;:&quot;dont_share_info&quot;,&quot;context&quot;:&quot;subfooter&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;dont_share_info_link_subfooter_footer&quot;}"
      >
        Do not share my personal information
      </button>
    </cookie-consent-link>
  </li>

      </ul>
    </nav>
  </div>
</footer>



    <ghcc-consent id="ghcc" class="position-fixed bottom-0 left-0" style="z-index: 999999"
      data-locale="en"
      data-initial-cookie-consent-allowed=""
      data-cookie-consent-required="true"
    ></ghcc-consent>




  <div id="ajax-error-message" class="ajax-error-message flash flash-error" hidden>
    <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-alert">
    <path d="M6.457 1.047c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0 1 14.082 15H1.918a1.75 1.75 0 0 1-1.543-2.575Zm1.763.707a.25.25 0 0 0-.44 0L1.698 13.132a.25.25 0 0 0 .22.368h12.164a.25.25 0 0 0 .22-.368Zm.53 3.996v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 1.5 0ZM9 11a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path>
</svg>
    <button type="button" class="flash-close js-ajax-error-dismiss" aria-label="Dismiss error">
      <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-x">
    <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path>
</svg>
    </button>
    You can’t perform that action at this time.
  </div>

    <template id="site-details-dialog">
  <details class="details-reset details-overlay details-overlay-dark lh-default color-fg-default hx_rsm" open>
    <summary role="button" aria-label="Close dialog"></summary>
    <details-dialog class="Box Box--overlay d-flex flex-column anim-fade-in fast hx_rsm-dialog hx_rsm-modal">
      <button class="Box-btn-octicon m-0 btn-octicon position-absolute right-0 top-0" type="button" aria-label="Close dialog" data-close-dialog>
        <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-x">
    <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path>
</svg>
      </button>
      <div class="octocat-spinner tmp-my-6 js-details-dialog-spinner"></div>
    </details-dialog>
  </details>
</template>

    <div class="Popover js-hovercard-content position-absolute" style="display: none; outline: none;">
  <div class="Popover-message Popover-message--bottom-left Popover-message--large Box color-shadow-large" style="width:360px;">
  </div>
</div>

    <template id="snippet-clipboard-copy-button">
  <div class="zeroclipboard-container position-absolute right-0 top-0">
    <clipboard-copy aria-label="Copy code to clipboard" class="ClipboardButton btn js-clipboard-copy m-2 p-0" 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 m-2 tmp-m-2">
    <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 m-2 tmp-m-2">
    <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>

