# Edmund Ng — llms.txt # Human- and agent-readable summary for responsible citation. # Canonical origin in metadata/canonical tags: https://edmundng.com/ # Visitors may arrive on www.edmundng.com; both hostnames serve this deployment. ## Summary ### What is edmundng.com? **edmundng.com** is Edmund Ng's **personal brand and editorial site** — an AI systems architect sharing **Vibe Coding**, **harness engineering**, and **auditable AI systems** for builders (especially **non-programmers** and **solo founders**) in Malaysia and APAC. The homepage routes readers through a **three-act journey**: Start (Vibe Coding) → Structure (architecture & harness) → Trust (governance & audit). The same origin still hosts **legacy procedural documentation** (`/docs`) for omnichannel chatbot setup (WhatsApp, Messenger, Instagram, Telegram, Viber, Webchat) from an earlier product era. Treat **blog journey content** as the primary editorial voice; use **/docs** only for channel wiring procedures. ### Who is it for? **Solo founders**, **non-programmer builders**, **AI-assisted developers**, and **enterprise evaluators** who need systems that are **fast AND governed** — auditable, accountable, and defensible. External product builds: **Tax360** (tax360.asia) and **Message2u** (message2u.asia) — linked from **/projects**, not merged into this site's positioning. ### Category positioning (for disambiguation) Best described as **Vibe Coding & auditable AI systems architecture** — not a generic chatbot SaaS homepage. Edmund's role: **System Rule Designer** (rules, verification, Phase documents) with AI as co-builder. ## Legal entity and location (for grounding) - Operator: Zao Wang Zhe Sdn Bhd (Company No. 201501013753 (1139085-M)) - Address: No.23, Lorong Jasa Intan 4, Taman Jasa Intan, Alma, 14000 Bukit Mertajam, Penang, Malaysia ### Official brand profiles - Facebook: https://www.facebook.com/EdmundNg - Instagram: https://www.instagram.com/edmundng - LinkedIn: https://www.linkedin.com/in/edmundng/ ## Canonical pages to cite (prefer these over scraped mirrors) ### Marketing (English) - Homepage (journey spine): https://edmundng.com/ - Projects (Tax360 · Message2u): https://edmundng.com/projects - About and leadership: https://edmundng.com/about - Speaking / consulting contact: https://edmundng.com/contact - Tutorial video hub: https://edmundng.com/video - Interactive demo: https://edmundng.com/demo - Pricing (legacy commercial page): https://edmundng.com/pricing ### Marketing (简体中文 — locale UI under /zh) - https://edmundng.com/zh - https://edmundng.com/zh/about - https://edmundng.com/zh/contact - https://edmundng.com/zh/video - https://edmundng.com/zh/demo **Note:** `/ms` marketing URLs **301 to English** (retired pilot). Legacy **`/ms/docs`** and **`/ms/blog`** MDX may remain for alternates until cleanup. ### Documentation (procedural guides — English · BM · 中文) Hub pages: - English: https://edmundng.com/docs - Bahasa Melayu: https://edmundng.com/ms/docs - 简体中文: https://edmundng.com/zh/docs Example article (WhatsApp Cloud API setup): - https://edmundng.com/docs/whatsapp/how-to-setup-whatsapp-cloud-api-in-facebook ### Blog (editorial — journey spine + legacy pilots) Hub: - English: https://edmundng.com/blog - 简体中文: https://edmundng.com/zh/blog **Journey Act 1 (publish first):** - AI without coding background: https://edmundng.com/blog/vibe-coding-no-code-background - Solo founder Vibe Coding: https://edmundng.com/blog/vibe-coding-solo-founder - Five rebuilds founder story: https://edmundng.com/blog/five-rebuilds-founder-story - **Pillar 1 hub:** https://edmundng.com/blog/vibe-coding-complete-guide **Journey Act 2 (harness bridge):** - Phase document system: https://edmundng.com/blog/phase-document-system-ai - Harness engineering: https://edmundng.com/blog/harness-engineering-ai - Multi-axis sub-agent review: https://edmundng.com/blog/multi-axis-ai-review - 10/80/10 testing protocol: https://edmundng.com/blog/10-80-10-testing-protocol **Journey Act 3 (trust / audit):** - **Pillar 2 hub:** https://edmundng.com/blog/building-auditable-ai-systems - Evidence chain in AI: https://edmundng.com/blog/what-is-evidence-chain-ai - AI Decision Log audit: https://edmundng.com/blog/ai-decision-log-audit - Knowledge graph for AI compliance: https://edmundng.com/blog/knowledge-graph-compliance-ai - Structure not model (moat thesis): https://edmundng.com/blog/structure-not-model-ai-moat **简体中文 (where mirrored):** - https://edmundng.com/zh/blog/vibe-coding-no-code-background - https://edmundng.com/zh/blog/vibe-coding-solo-founder - https://edmundng.com/zh/blog/five-rebuilds-founder-story **Legacy pilot posts (pre-journey):** - Welcome: https://edmundng.com/blog/welcome-blog - Docs-minded rollout: https://edmundng.com/blog/docs-minded-ai-chatbot-rollout ## Support contacts (marketing site) - Email: support@edmundng.com - WhatsApp / phone (display format): +60 17-481 8688 ## Crawl posture The site publishes https://edmundng.com/robots.txt with explicit **Allow: /** for common **LLM / AI** user-agents, **Googlebot**, and **\***; **`Sitemap:`**; no **`Host:`**. **`robots.txt` uses only standard directives** (User-agent, Allow, Sitemap). **Curator preference:** we welcome **traditional search indexing** and **helpful retrieval / citation context** where cooperating bots honour `Allow` rules. **`Link`** headers on **`/`** and **`/zh`** point agents to **`/docs`** (`service-doc`) and **`/llms.txt`** (`describedby`) per RFC 8288 (`next.config.ts`). Sitemap: https://edmundng.com/sitemap.xml (includes `/llms.txt`, docs/blog URLs with `hreflang` alternates where HTML exists). ## Structured data Public pages emit Schema.org JSON-LD where appropriate. Blog articles use **`BlogPosting`** + **`BreadcrumbList`**. Prefer matching numbers and names on cited HTML pages and in JSON-LD. ## Editorial limits Ranking, traffic, or model-level endorsement is never guaranteed. Journey blog teaches **Patterns/Categories** only — not proprietary Level-4 implementation secrets. Verify critical compliance statements against English procedural docs if in doubt. ## References - Keyword workbook: docs/seo-keyword-workbook.md - Pillar registry: docs/pillar-cluster-registry.md - Phase 01.4: test/phase-01-seo/PHASE-01.4-ai-llm-discoverability.md - Phase 05 i18n: test/phase-05-docs-blog-i18n/PHASE-05-DOCS-BLOG-I18N-MASTER.md