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Why Local MCP Tools Could Make AI Development Cheaper

AI coding tools now do much of the hunting around for us, but they often use the most expensive part of the system to do it. What if some of that busywork could happen locally, for free, before the paid AI model ever sees it? Local tools can search, filter and organise the information really well without needing frontier models.

AI-assisted delivery · Local LLM · Developer Tooling

Why AI-Generated Tickets Are Quietly Building Technical Debt

Perfect, confident AI-generated tickets aren't a sign of good planning. They're a shortcut around thinking, and they quietly lock in technical debt before a single line of code is written. On larger projects, or multi developer teams, this pattern gets increasingly hard to manage over time.

AI-assisted delivery