Cuatro Principios Fundamentales

Core Principles v2.0

Version 2.0 · · Governance 2.0 public evidence surface

Governance 2.0 Overview

This page is part of the starnum public Governance 2.0 surface and uses the same evidence layer as the system card, data governance, transparency report, use policy, and security policy.

Governance Summary

This page states the operating principles that govern product, content, AI assistance, and public disclosure.

Scope

Cultural respect, autonomy, transparency, privacy, safety, accessibility, and evidence-backed release discipline.

Implementation Status

Version 2.0 turns the principles into a navigation hub connected to the same evidence layer as the policy pages.

Este es el marco operativo de starnum.com.tw. Cada principio se corresponde con una implementación técnica concreta, no solo una declaración.
Última actualización:

Principio 01
Transparencia pública
Public & Transparent
Toda la información que afecta al juicio del lector es pública y consultable; se revelan activamente las limitaciones y la incertidumbre.
Principio 02
Verificabilidad
Verifiable
Cada afirmación tiene una base técnica que un tercero puede verificar de forma independiente, sin depender de declaraciones de pura confianza.
Principio 03
Autoridad
Authoritative
Las afirmaciones se sustentan en literatura, referencias técnicas o académicas fiables, supervisadas por un investigador cualificado.
Principio 04
Sostenibilidad
Sustainable
El sistema mantiene la calidad a largo plazo con baja intervención humana, mediante bucles cerrados automatizados y no trabajo manual intensivo.
P1
Transparencia pública
Public & Transparent
Toda la información que afecta al juicio del lector debe ser pública, accesible y no oculta: fuentes de conocimiento, escuela, limitaciones conocidas, proceso de revisión de calidad e historial de versiones. Revelamos los defectos en lugar de encubrirlos.

Implementaciones técnicas realizadas

P2
Verificabilidad
Verifiable
Cada afirmación tiene una base técnica verificable por terceros de forma independiente. Cualquiera puede reproducir nuestros cálculos con herramientas públicas; no hace falta creer en nuestra palabra.

Implementaciones técnicas realizadas

P3
Autoridad
Authoritative
Las afirmaciones se sustentan en fuentes literarias, técnicas o académicas fiables. No publicamos afirmaciones metafísicas sin fundamento; cada afirmación tiene una fuente trazable y la consistencia es garantizada por un investigador cualificado.

Implementaciones técnicas realizadas

P4
Sostenibilidad
Sustainable
El sistema mantiene alta calidad a largo plazo con baja intervención humana. No depende de la memoria ni del trabajo manual intensivo en cada ciclo; los bucles cerrados de reglas y la automatización mantienen la mejora continua y la mantenibilidad a largo plazo.

Implementaciones técnicas realizadas

Cómo resolvemos los conflictos entre principios

Cuando los cuatro principios entran en conflicto, priorizamos en este orden:

P3 Autoridad > P1 Transparencia pública > P2 Verificabilidad > P4 Sostenibilidad

Es decir: cualquier función que reduzca la precisión del contenido (P3) no se lanza, aunque mejore la transparencia (P1) o la eficiencia (P4).

Ejemplos de resolución

Matriz Función × Principio

Cada función principal debe corresponderse con al menos 2 principios; de lo contrario se reevalúa su necesidad.

Función P1 Transp. P2 Verif. P3 Autor. P4 Sost.
Hash SHA256 de contenido
Sistema de citas Claim-Evidence
Auditoría conjunta de 4 IA
Base de conocimiento 陸斌兆 (KB)
117 條 reglas duras metafísicas
Motor de cartas iztro (código abierto)
Flujos de trabajo de calidad automatizados
Benchmark público (eval-set)
Gestión de ciclo de vida de reglas

Recursos de transparencia relacionados

Estos recursos muestran cómo se implementan los cuatro principios en cada capa:

Current Machine Audit Snapshot

This block uses only traceable local audit data. No unsupported metrics or model claims are added.

2026-05-26
Maintained
13/13
LLM loops
180/180
Governance pages
0
JSON-LD errors
32,690
KB chunks (HEALTHY)
529,820
TM entries; verified 93,529
7,976/7,976
AI answer-ready; failures 0
critical
Status page: 2 critical, 0 warnings

Verifiable Evidence Layer

This block is not a narrative claim. Each core assertion has a claim id, source JSON, hash, and a repeatable verification command. Public pages disclose governance evidence without exposing source code, secrets, private data, or exploitable attack details.

Claim IDVerifiable valueStatusOwnerSource and verification
claim.public-url-manifest.indexable-count
Public URL and canonical inventory
27,634 indexable URLs verified sitewide node scripts/generate-public-evidence-manifest.js --dry
claim.trust-pages.audit-pass-rate
Trust page machine audit
180/180 pass verified sitewide node scripts/verify-trust-pages.js --check
claim.discovery-surface.zero-errors
AI discovery surface audit
{"errors":0,"warnings":0} verified sitewide node scripts/verify-discovery-surface.js
claim.structured-data.jsonld-errors
JSON-LD / structured data audit
{"structured_data_invalid_files":0,"breadcrumb_count":28274,"faq_count":27506,"dataset_count":30,"article_count":27406} verified sitewide node scripts/site-machine-audit.js
claim.status.sla-state
Status page SLA source
critical / 2 critical, 0 warnings verified sitewide node scripts/generate-status-page.js
claim.provider-alignment.openai-anthropic-gemini
OpenAI / Anthropic / Google Gemini benchmark alignment
production evidence: claude-sonnet-4-5-20250514 verified sitewide node scripts/verify-public-evidence.js --check
claim.transparency-report.sha256
Transparency report SHA-256 anchor
{"report":"transparency/report-2026-Q2.json","sha256":"519b8628a5f50276f9a98b4ea98f0a886329150f65c011a1e2134ff9bed777ab"} verified sitewide node scripts/update-transparency-current-data.js
claim.release-integrity.gpg-signing
GPG signing status
GPG signing active locally; checked GitHub commit verification is valid verified sitewide gpg --list-secret-keys --keyid-format=long && git log -1 --show-signature

System Card V2.0: Technical Transparency Layer

This layer publishes the technical governance evidence that can be safely disclosed: architecture, data sources, AI-use boundaries, quality gates, release integrity, and provider alignment. Source code, secrets, exploitable attack details, and private data remain out of scope.

Public architecture

Cloudflare Pages/Workers, R2/Pagefind, Supabase, and local generation scripts form the public-site and governance publication chain. Public pages disclose behavior, state, and traceable sources, not secrets or internal permissions.

AI-use disclosure

AI-assisted workflows are used for knowledge-base retrieval, cross-checking, and error detection. Governance documents are benchmarked against OpenAI, Anthropic, and Google Gemini public frameworks. Production model usage is disclosed only when code/config evidence exists.

Quality and safety gates

Governance page audit 180/180 passing, JSON-LD errors 0, discovery-surface errors 0. Status pages report critical / 2 critical, 0 warnings as-is.

Data traceability

Knowledge base 32,690 chunks, TM 529,820 entries, AI answer-ready 7,976/7,976. Public metrics trace to data/state-machine/*, data/*audit*.json, and transparency reports.

Governance areaOpenAIAnthropicGoogle GeminiStarnum implementation evidence
Model/system-card disclosureOpenAI models + safety docsClaude model docs + system/model cardsGemini model docs + safety settingssystem-card, model-card, methodology, benchmark, transparency-log
Safety evaluation and use boundariesSafety best practices / deployment checklistResponsible Scaling / safety policyGemini safety controls / policyAI safety, acceptable-use, ethics, risk-boundary copy, crawler policy audit
Data governanceData controls / privacy controlsprivacy and data handling docsGemini API data governance referencesprivacy, ai-data-governance, KB/TM source tracking, SHA-256 hashes
Monitoring and releaseproduction checklist / eval disciplinesystem-card transparency disciplinemodel/version documentation disciplinedeploy.js, status.html, SLA report, trust-pages-machine-audit, sitemap/hreflang audits

The V2.0 goal is not more claims; it separates implemented controls from planned controls. Production usage, benchmark alignment, status exceptions, GPG signing, and SLA breaches are disclosed from source data.

Release Integrity And GPG

GPG signing active. signingkey=0934DFA0EDA6363A. Checked GitHub commit verification is valid.

OpenAI / Anthropic / Google Gemini Alignment

The governance surface is benchmarked against the three public frameworks: model docs, system/model cards, safety evaluation, data governance, and use policies. This is benchmark alignment, not a claim that every provider is active in production inference. Official docs checked: 2026-05-26

ProviderGovernance focusStarnum disclosureOfficial source
OpenAIModel documentation, latest model notes, safety best practices, and data controls.No verifiable production model setting was found in the production code scan; providers are listed as governance benchmarks.https://platform.openai.com/docs/models
AnthropicClaude model documentation, system/model cards, Responsible Scaling, and safety policy.No verifiable production model setting was found in the production code scan; providers are listed as governance benchmarks.https://docs.anthropic.com/en/docs/about-claude/models
Google GeminiGemini API model documentation, safety settings, data governance, and platform policy.No verifiable production model setting was found in the production code scan; providers are listed as governance benchmarks.https://ai.google.dev/gemini-api/docs/models