Blog
Long-form notes from Edmund Ng on chat automation trends, rollout patterns, and how SMEs can keep omnichannel bots maintainable alongside our documentation.
2026-05-22
AI Evidence Chain — What Is an Evidence Chain in AIAI evidence chain: Edmund Ng's journey spoke on governed AI, harness testing, and Vibe Coding for solo founders. Explore.
2026-05-22
Vibe Coding Solo Founder — Governed AI for One-Person Teamsvibe coding solo founder: Edmund Ng's journey spoke on governed AI, harness testing, and Vibe Coding for solo founders. Explore.
2026-05-22
Vibe Coding No Code Background — Build with AI Without Programmingvibe coding no code background: Edmund Ng's journey spoke on governed AI, harness testing, and Vibe Coding for solo founders. Explore.
2026-05-22
vibe coding governance score — How I Score Vibe Coding Projects (20 vs 91)vibe coding governance score: Edmund Ng's journey spoke on governed AI, harness testing, and Vibe Coding for solo founders. Explore.
2026-05-22
Vibe Coding Guide — Complete Vibe Coding for Non-Programmersvibe coding guide: Edmund Ng's pillar guide on governed AI, harness testing, and Vibe Coding for solo founders. Explore.
2026-05-22
Structure Not Model AI Moat — Intelligence in Governance Engineeringstructure not model ai moat: Edmund Ng's journey spoke on governed AI, harness testing, and Vibe Coding for solo founders. Explore.
2026-05-22
Prompt Engineering Workflow — My Exact AI Prompt Systemprompt engineering workflow: Edmund Ng's journey spoke on governed AI, harness testing, and Vibe Coding for solo founders. Explore.
2026-05-22
The Phase Document System: AI Session Memory That Survives Model Swapsphase document system AI: Edmund Ng's journey spoke on governed AI, harness testing, and Vibe Coding for solo founders. Explore.
2026-05-22
Multi Tenant AI Malaysia — Multi-Tenant SaaS Architecture Guidemulti tenant ai malaysia: Edmund Ng's journey spoke on governed AI, harness testing, and Vibe Coding for solo founders. Explore.
2026-05-22
Multi Axis AI Review — Multi-Agent Review Protocolmulti axis ai review: Edmund Ng's journey spoke on governed AI, harness testing, and Vibe Coding for solo founders. Explore.
2026-05-22
Knowledge Graph Compliance AI — Cross-Link Compliance Patternsknowledge graph compliance AI: Edmund Ng's journey spoke on governed AI, harness testing, and Vibe Coding for solo founders. Explore.
2026-05-22
Harness Engineering for Production AI Systemsharness engineering: Edmund Ng's journey spoke on governed AI, harness testing, and Vibe Coding for solo founders. Explore.
2026-05-22
Framework Skip Demo Trap — Why Your API Passes But Agents Failframework skip demo trap: Edmund Ng's journey spoke on governed AI, harness testing, and Vibe Coding for solo founders. Explore.
2026-05-22
Five Rebuilds Founder Story — From Non-Programmer to Governed Builderfive rebuilds founder story: Edmund Ng's journey spoke on governed AI, harness testing, and Vibe Coding for solo founders. Explore.
2026-05-22
Cursor vs Windsurf 2025 — Claude vs Cursor vs Windsurf Honest Reviewcursor vs windsurf 2025: Edmund Ng's journey spoke on governed AI, harness testing, and Vibe Coding for solo founders. Explore.
2026-05-22
Auditable AI System — Building Auditable AI Systems Pillarauditable AI system: Edmund Ng's pillar guide on governed AI, harness testing, and Vibe Coding for solo founders. Explore.
2026-05-22
AI Decision Log Audit — We Considered A, Chose B, Because CAI decision log audit: Edmund Ng's journey spoke on governed AI, harness testing, and Vibe Coding for solo founders. Explore.
2026-05-22
10 80 10 Testing Protocol — AI Governance Testing Guide10 80 10 testing protocol: Edmund Ng's journey spoke on governed AI, harness testing, and Vibe Coding for solo founders. Explore.
2026-05-05
Welcome Blog — Edmund Ng Omnichannel Chatbot Updateswelcome blog — Edmund Ng on governed Vibe Coding, harness retests, and auditable AI for solo founders under scrutiny. Learn.
2026-05-05
Docs Minded AI Chatbot Rollout — From Docs to Deploymentdocs minded ai chatbot rollout: Edmund Ng's journey spoke on governed AI, harness testing, and Vibe Coding for solo founders. Explore.