This week’s news about the gap between cutting-edge AI models and the tools developers actually use...
Data Substrate Versus Vector Db Rag
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Deterministic validation hooks for AI-generated code. Stop type errors, security holes, and test failures before Claude commits them to your repository.
My 12-Point Pre-Launch Checklist for n8n LLM Workflows. I Re-Ran 3 Old Failures and It Caught 21 of 21 Bad Runs
Over the last few weeks I've broken a lot of my own n8n AI workflows on purpose. A lead qualifier...
Grounding AI-written marketing posts in real weather data, without letting the model make things up
How a daily pipeline grounds LLM-written posts in NWS weather alerts: expiring signals, idempotent runs, a no-invent prompt rule and human approval.