Notes from
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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.

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

Showing 1 to 6 of 6 posts

Software and development5 Apr 20265 min read
How to Build a Prompt Library That Your Whole Team Uses Individual prompt skills do not scale. A shared prompt library does. Here is the step-by-step process for building, organising, and maintaining a prompt library that makes AI useful across your entire team.
Software and development4 Apr 20266 min read
Role Prompting: How to Get Expert-Level AI Outputs Tell AI to act as a senior financial analyst and the quality of financial analysis jumps measurably. Role prompting is the simplest technique that most teams use wrong. Here is how to do it properly.
Software and development4 Apr 20266 min read
AI Agents vs Prompts: When Single Prompts Stop Being Enough A single prompt handles one task. An AI agent handles a workflow, making decisions, using tools, and completing multi-step processes autonomously. Here is when to upgrade from prompts to agents, and when a prompt is still the right tool.
Software and development3 Apr 20265 min read
Few-Shot Prompting: Teach AI Your Standards in 3 Examples You do not need to describe your exact requirements in words. Show the AI three examples of what good looks like, and it will match your standards on everything that follows. Here is how few-shot prompting works for real business tasks.
Software and development2 Apr 20266 min read
Chain of Thought Prompting: Get AI to Show Its Working When AI gives you a recommendation without showing how it got there, you cannot trust it. Chain of thought prompting forces the AI to reason step by step and that changes everything for business decisions.
Software and development1 Apr 20267 min read
The 5-Part Prompt Framework That Gets Consistent AI Results Most teams write prompts that produce random, inconsistent outputs. The CIRCRD framework, Context, Instruction, Relevance, Constraint, Demonstration, fixes that. Here is how to use it across your business.

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