We all know the failure mode: ask an LLM for a tax rate and it'll hand you a confident number with...
Grounding an LLM in real tax data with a public MCP server
We all know the failure mode: ask an LLM for a tax rate and it'll hand you a confident number with...
In the previous parts, we connected Spring AI with cloud-based AI models. But there is one important...
Hallucinations are mathematically inevitable in LLMs. Here's why self-correcting agent architectures and human-in-the-loop governance are the only realistic path to production trus...
Instruction fine‑tuning inflates verbalized confidence while leaving predictive accuracy unchanged,...