Tools Make the LLM Useful: Lessons from an ERPNext Chatbot Experiment
What a scoped ERPNext purchase and sales order chatbot taught me about tool calling — grounding answers in real ERP data, and why tools are the bridge to agentic AI.
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What a scoped ERPNext purchase and sales order chatbot taught me about tool calling — grounding answers in real ERP data, and why tools are the bridge to agentic AI.
Learn enough embeddings, evals, quantization, and LoRA/QLoRA to follow RAG and fine-tuning discussions — without becoming an ML researcher overnight.
Tokens, context windows, chat memory, and four levers — prompting, RAG, agents/tools, and fine-tuning — explained for busy software engineers catching up on AI.
How iMORPHr went from an empty directory to a fully deployed, SEO-optimised company website in 48 hours — using Elixir/Phoenix and AI-assisted development with Claude Code.
AI-assisted development is reshaping how bespoke software is built. Here's how iMORPHr uses AI tools to deliver production-ready software faster without cutting corners.