<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>Abdul Rahman Aziz: Writing</title><description>AI engineer building LLM agents where the model proposes and deterministic code decides. Projects and writing on agents, retrieval and evals.</description><link>https://azizcodes.com/</link><language>en</language><item><title>There is no code path from a model tool call to a refund</title><link>https://azizcodes.com/writing/no-code-path-to-a-refund/</link><guid isPermaLink="true">https://azizcodes.com/writing/no-code-path-to-a-refund/</guid><description>How an LLM support agent can propose refunds without being able to issue one. Four independent barriers, any one of which is enough on its own.</description><pubDate>Thu, 17 Sep 2026 00:00:00 GMT</pubDate><category>agents</category><category>guardrails</category><category>langgraph</category></item></channel></rss>