The AI Breakdown

One year after vibe coding entered the conversation, what has actually changed for software teams? In this episode of The AI Breakdown, I look past the hype and ask a simpler question: are AI coding tools genuinely making developers faster, or are they just creating more output, more review, and more hidden complexity?

Drawing on recent research, industry data, and practical experience, this episode explores where AI is helping, where the productivity gains are less clear, why trust remains low, and what all of this means for code quality, junior developers, and the future shape of engineering teams. The conclusion is not that AI coding is overhyped, and not that software development has been solved, but that the real opportunity lies in moving beyond vibe coding toward a more disciplined model of AI-first engineering.

This week I'm unpacking OpenAI's record-breaking $110 billion raise and what Amazon and NVIDIA's involvement tells us about a partner landscape that's shifting faster than most people realise. I also dig into Anthropic's $30 billion Series G, and why it's time to take that one seriously as a strategic bet.

Then there's Apple quietly admitting it can't build AI fast enough, handing Siri's core logic to Google Gemini. Also, the hyperscaler spending numbers are extraordinary, and I explain why the energy and infrastructure story is just as important as what's happening at the model layer.

Plus: a reality check on Microsoft Copilot's 3.3% penetration, the Snowflake and OpenAI data gravity play, Samsung's push to put Gemini on 800 million devices, and what a protest march through London's tech hub on a Saturday morning tells us about where the regulatory conversation is heading.

This week on The AI Breakdown: OpenAI enlists McKinsey, BCG, Accenture, and Capgemini to push its Frontier agent platform into enterprises. The Pentagon issues an ultimatum to Anthropic over military use of Claude, threatening to designate the company a "supply chain risk." Claude Code hits $2.5 billion in annualised revenue while a new security tool wipes billions off cybersecurity stocks in a single session. The "SaaSpocalypse" deepens as nearly $1 trillion in software market value evaporates. Spotify reveals its best engineers haven't written a line of code since December. Plus: Google launches Gemini 3.1 Pro, India hosts a $200 billion AI summit, Perplexity ditches ads entirely, and OpenAI closes in on a $100 billion funding round at an $850 billion valuation.

700 million people now use AI every week. Are we keeping up with the risks?

Over 100 experts from 30+ countries just published the most comprehensive global assessment of AI risk ever produced. In this episode, I break down the International AI Safety Report 2026 — what AI can actually do today, the three categories of risk every business needs to understand, why some AI systems now behave differently when they know they're being tested, and the research that's changed how I think about my own AI use.

Read the full report: https://internationalaisafetyreport.org/

This week on The AI Breakdown, Anthropic just raised $30 billion at a $380 billion valuation, making it the second-largest private funding round in tech history. Meanwhile, OpenAI dropped GPT-5.3-Codex-Spark, their first model running on Cerebras hardware instead of NVIDIA, pushing past 1,000 tokens per second and redefining what "fast" means for AI-assisted coding.

But the story of the week might be the one that got less attention: researchers caught an infostealer exfiltrating the entire identity of an OpenClaw AI agent - tokens, cryptographic keys, behavioural guidelines, and private memory files. It's a stark preview of what happens when agents become high-value targets.

Beyond the headlines, we dig into Claude Cowork landing on Windows, Google quietly shipping Gemini-powered audio summaries in Docs, Zoom pushing deeper into agentic workflows, Microsoft wiring up new Copilot connectors, Slack's rebuilt Slackbot, and Oracle Health rolling out AI clinical note-drafting across the NHS. Plus, OpenAI hired the founder of OpenClaw, and what that tells us about the race to own the agent layer.