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Executives are cutting SaaS spend because AI coding tools made 'build it ourselves' look cheap. The hard part was never the UI, it's extracting data out of a vendor's model, and developers are the ones who inherit that bill.
Burning tokens isn't a productivity metric, it's a cost center. Here's how the frugal AI shift translates into concrete architecture decisions on Salesforce projects.
Hooks let you enforce behavior in Claude Code instead of hoping the model does the right thing. The mental model, three Salesforce-specific hooks, and why this matters more in Salesforce than in most stacks.
Not all AI-assisted coding is equal. From pure vibe coding to production-grade agentic engineering — here's a framework for where you actually stand and where you should aim.