Tool Calling

RAG in Production: 7 Anti-Patterns That Destroy Precision (And How I Fixed Them)

RAG is the aspirin of generative AI: everyone prescribes it, almost no one truly understands how it works, and when it fails, the patient hallucinates. After implementing RAG in production with the Ops Copilot and discarding it in favor of Tool Calling for the obsolescence radar, I’ve catalogued the 7 errors that destroy precision — and the solutions that actually work.

MCP (Model Context Protocol): The Standard That Wants to Be the USB of Artificial Intelligence

Today, every LLM has its own way of connecting to your databases and tools. It’s a chaos of proprietary integrations. MCP (Model Context Protocol) promises to end this by becoming the ‘universal plug’ of AI. We analyze if it’s truly the future or just another standard that will die trying.

The Agentic Radar: Why LLMs Won't Save Your Supply Chain (And Tool Calling Will)

Destroying the ‘Chat with PDF’ myth: How to orchestrate Gemini 2.5 via CrewAI so it delegates deep mathematical responsibilities to a pure relational tool connected to Supabase, hitting 0% hallucination on P&L impact calculations.

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