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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iMORPHr is a technology agency specialising in ERP implementation, custom software development, and DevOps services. We help ambitious businesses transform their operations and outpace the competition.
End-to-end ERPNext implementation, customisation, and support for manufacturing, distribution, and service industries.
Bespoke software built on Frappe or Elixir/Phoenix — delivered fast using AI-assisted development tools and techniques.
Fully managed cloud operations, CI/CD pipelines, cloud migration, and infrastructure monitoring.
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.
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