Callum Knox

2026 gonna be like

Everyone's asking which AI model to use. The operators winning right now are asking: which decision does this automate—and does automating it compound or calcify? Framework over feature. Every time.

Intelligence doctrine has a name for strategy based on wishful thinking: Mirror Imaging. You assume the adversary wants what you want, values what you value, thinks how you think. Every market strategy that failed because "customers weren't rational" was mirror imaging. They were rational. Just not like you.

The biggest vibe coding mistake: building "the full vision" first. The pattern that works: smallest possible version, deployed ugly, iterated in public. Ship the embarrassingly simple version. Then make it better.

Developer quotes killed more side projects than lack of skill ever did. Now there's a £36/month alternative.

The hardest briefing I ever gave wasn't the most complex. It was the one where the decision had already been made and I had to say the evidence didn't support it. That's the moment that separates advisors from expensive yes-men. Same moment exists in every consulting engagement.

There's an intelligence concept called Red Teaming. Before any major operation: a team whose job is to break your plan. Not devil's advocate. Actual adversarial analysis. Every product launch, org change, and AI deployment needs the same thing. Most have a "risk register" instead. Not the same.

Your competitor just deployed a voice agent that costs less than their phone bill. Here's everything you need to know:

I've written a full strategic playbook on this—the BRIDGE framework for navigating the AI displacement window. Covers infrastructure deployment, income reallocation, and positioning for the transition market. Full briefing + subscribe: callumknox.com/ground-truth

The professionals who choose their exit capture better opportunities than those who wait to be displaced. Same skills. Different timing. Completely different outcomes.

Your £200k salary has an expiration date. Most high-earners are pretending it doesn't. Here's the 18-month playbook for extracting maximum value while building what's next:

MOD briefings had a rule: never bury the lead. The assessment goes first. The evidence follows. Most business presentations do the opposite. They build to the conclusion as if the audience needs to be convinced. Decision-makers don't want a journey. They want a verdict.

$50/month. That's production-grade AI infrastructure for a professional. The cost barrier is dead. What remains is a positioning problem.