Propel Your Abilities
Insights on agentic AI, impactful leadership, and intentional living to help you unlock your next level.
All Tests Green. App Still Broken. Until AI Experiences It Like A User
Every test in your suite is green. Every user still sees the issue! 45% of all reported defects are visual - broken layouts, wrapped text, hidden buttons - and your test suite catches exactly zero of …
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Multi-Vector Multimodal RAG - The Upgrade Your RAG Pipelines Need
I was building a document search system when something odd happened. The retrieval scores looked fine - cosine similarities in the 0.85+ range, top-5 results all semantically relevant. But the LLM …
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I Built 2 Multi-Agent Systems - Here's What I Learned About the Architecture
Enterprise adoption of multi-agent AI surged from 23% in 2024 to 72% in 2026. The market is projected to reach $52 billion by 2030. Yet between 41% and 87% of multi-agent LLM systems fail in …
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The Three Layers of AI Transformation
Singapore just established a National AI Council chaired by Prime Minister Wong, committed over S$1 billion to AI research and development, and set a target to train 100,000 workers to become …
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The Hard Truth About OpenClaw
Every few months, a new open-source AI framework captures the collective imagination of the tech community. Right now, that spotlight belongs to OpenClaw. Forums light up with screenshots, YouTube …
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Less Is More - How My Tech Stack Got Leaner and Meaner
I had a Kubernetes cluster running inside my NAS. ArgoCD managing deployments. Cloudflare Zero Trust handling ingress. On paper, it was an enterprise-grade homelab. In practice, it was an …
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