42-speaks-dev

The reason the await call is needed in copyScore(from:) is central to the reasons actors are needed at all.

You see, rather than just letting us poke around in an actor’s mutable state, Swift silently translates that request into what is effectively a message that goes into the actor’s message inbox: “please let me know your score as soon as you... See more

Start with simple prompts, optimize them with comprehensive evaluation, and add multi-step agentic systems only when simpler solutions fall short.

During execution, it's crucial for the agents to gain “ground truth” from the environment at each step (such as tool call results or code execution) to assess its progress.

This workflow is particularly effective when we have clear evaluation criteria, and when iterative refinement provides measurable value. The two signs of good fit are, first, that LLM responses can be demonstrably improved when a human articulates their feedback; and second, that the LLM can provide such feedback. This is analogous to the iterative... See more