@riyaz-ali

Understanding System Prompts

17h ago · 8 min read · In this article we will explore why does the system prompt produce a different kind of output than a user message, even when the words are similar? User messages and system prompts are not the same th

Multi Turn Conversations

5d ago · 5 min read · In the last article we ended with a note about the messages array: the model has no memory between calls — the array is the memory. That sentence is the whole mechanic of multi-turn conversations. Thi

Anatomy of a message

6d ago · 6 min read · Inkwell's (revision: 4153471) first real feature is eight lines of code that calls the Anthropic Messages API. msg, err := ai.Messages.New(ctx, anthropic.MessageNewParams{ Model: anthropic.Mod

Building with AI

Apr 17 · 2 min read · You send a message, you get a response, the end. Clean, simple, done ✅ But what happens when you want the model to remember the last three messages? When you need to stream a response word by word ins

Observability in Action: Exploring logs, metrics and traces

May 25, 2025 · 4 min read · In the previous posts, we discussed the Grafana Stack's components and how to set up a single-node deployment. Now, let's bring it all together by exploring how to visualize and analyze logs, metrics, and traces within Grafana. We'll use a simple exa...