Propel Your Abilities

Insights on agentic AI, impactful leadership, and intentional living to help you unlock your next level.

Stop Chasing the Best AI Model. Start Defining the Problem Better!

During an agentic coding session, my AI assistant hit an accuracy wall on a classification task and decided to swap models.

100% Coverage, and the Service Still Failed

software-engineering, best-practice, ...

The 80% code coverage bar has been the industry’s comfort blanket for over a decade. Teams set it as a CI gate, PRs get blocked if they dip below it, and everyone sleeps a little better knowing …

All Tests Green. App Still Broken. Until AI Experiences It Like A User

software-engineering, generative-ai, ...

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 …

Multi-Vector Multimodal RAG - The Upgrade Your RAG Pipelines Need

generative-ai, agentic-ai, ...

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 …

I Built 2 Multi-Agent Systems - Here's What I Learned About the Architecture

agentic-ai, generative-ai, ...

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 …

The Three Layers of AI Transformation