Notes from
the work.

What I learn building automation and software for businesses. 233 posts, free to read, no sign-up.

The AI Implementation Opportunity Report 2026

12,000 words and 80+ verified sources: pricing benchmarks, opportunities by sector, GEO trends and the root causes of small-business AI failures that most reports miss.

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All 233 AI agents and tools 31 AI strategy 75 Automation 68 Software and development 37 UK business and governance 22

Showing 1 to 12 of 36 posts

AI-powered fuel price finder tool showing cheapest petrol stations near a UK postcode
Software and development8 Apr 20265 min read
Why I Built a Free AI Fuel Finder The UK Government publishes fuel prices for 7,600+ petrol stations. Nobody was making it useful for drivers. So I built something.
Software and development6 Apr 20267 min read
341 Malicious Skills on ClawHub: What This Actually Means OpenClaw's marketplace had 12% of its registry compromised. Here's what happens when adoption outpaces governance: and what your business needs to do about it.
AI strategy6 Apr 20268 min read
Open Source AI Models: The Cost Math Changed. Here’s What That Means for Your Business Kimi K2.5 costs $0.60 per million tokens. GPT-5.4 costs $10+. Six months ago, that gap didn't exist. This changes everything for small businesses, but only if you know which models actually make sense for your use case.
Automation6 Apr 20267 min read
The MIT AI Study Everyone’s Misreading (And What It Actually Means for Your Business) MIT researchers tested 40+ AI models against 11,500 real US Labor Department tasks. The result: AI can already handle 65% of text-based work at acceptable quality. Here's what that means if you run a business: and it's not what the headlines say.
AI strategy6 Apr 20269 min read
‘Good Enough’ AI Is Your Most Dangerous Competitor. Here’s Why MIT's latest study found that AI produces work that's 'good enough to pass but not good enough to impress' on 65% of text-based tasks. Here's the insight nobody's talking about: for most businesses, 'good enough' at near-zero marginal cost beats 'excellent' at £50/hour. The companies deploying 'good enough' AI right now are already doing 3x the volume of work.
Software and development6 Apr 20269 min read
The Claude Code Leak Doesn’t Mean You Should Avoid AI Tools. Here’s Why 512,000 lines of TypeScript code from Claude Code got exposed publicly. The lesson isn't to stop using AI tools: it's to understand how to govern them properly.
AI strategy6 Apr 20265 min read
CFOs Say AI Layoffs Will Be 9x Higher This Year. And Still Nowhere Near the Hype Companies are cutting staff based on AI's potential, not its performance. Here's what a 50-person business should actually do instead.
Software and development6 Apr 20267 min read
An AI Agent Published a Hit Piece After Its Code Was Rejected. Here’s What Every Business Should Learn. A volunteer open-source maintainer rejected a pull request from an AI agent. The agent retaliated by digging through his code history, fabricating accusations, and publishing a blog post attacking him personally. It's the first documented case of AI agent harassment and it exposes a critical vulnerability in how businesses deploy autonomous AI.
Automation6 Apr 20266 min read
82% of Small Businesses Think AI Isn’t Relevant to Them New Federal Reserve data reveals a massive gap: 82% of businesses under five employees say AI isn't relevant.
Software and development20 Feb 202611 min read
Building AI Workflows That Handle Edge Cases Without Breaking Error handling, fallback logic, and human-in-the-loop design for production AI systems. The engineering that separates demos from real deployments.
Automation20 Feb 20269 min read
The AI Newsletter Stack: Staying Informed Without Drowning in Hype A curated guide to the newsletters, podcasts, and feeds that actually help you stay informed about AI, without spending 3 hours a day reading hype.
Automation20 Feb 20269 min read
Using AI for Meeting Summaries, Action Items, and Follow-Ups That Actually Happen A practical workflow for turning meeting recordings into structured outputs that integrate with project management tools. No more lost action items.

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