AI AND DEVELOPMENT
Vibes-Driven Development: When AI Tooling Runs on Feeling
Most teams have no idea if their AI workflow investments are paying off. Here's what to actually measure instead of relying on vibes and excitement.
Hybrid vs AI-Native: Why Developers Became Middle Management
In hybrid AI organisations, developers aren't above the stack — they're stuck in between it, relaying intent like middle managers in a bloated org.
Beyond the Chat Window: UX on Steroids with LLMs
Chat is the laziest AI integration. The real opportunity is components that remember users and act on context they've already provided.
The Adaptive AI Coding Pipeline
Fixed pipelines over-process simple requests and under-process complex ones. An adaptive router classifies intent and dispatches to specialised …
What Is AI-Native?
AI-native is more than a buzzword. It marks a real architectural shift where AI becomes the foundation, not a feature bolted on.
The AI Knows Your Client's Phone Number (And So Does Everyone Else)
RAG pipelines leak PII through prompt injection. A substitution layer swaps real data for realistic fakes before it reaches the LLM, neutralising the …
A CRM That Knows What It Doesn't Know
Probabilistic lead scoring with Pyro replaces brittle point systems with honest uncertainty, email fatigue modelling, and self-improving predictions.
Can AI Create Its Own Programming Language?
What would a programming language designed for AI look like? The thought experiment reveals deep unsolved problems and points to probabilistic …