Welcome to logctl
Kicking off the blog with thoughts on the AI landscape and what is to come.
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5 posts
Kicking off the blog with thoughts on the AI landscape and what is to come.
AI has fundamentally changed the feedback loop between learning and building. I build faster than ever, yet some days I feel like I know less than ever. Here is what that paradox actually means for developers.
After evaluating multiple AI agent frameworks, I found that deterministic automation with an LLM inside beats magic autonomy for real operational work.
Frontier models are brilliant, but many everyday coding tasks run just fine on smaller models — if your workflow is clear. Stop buying the hype and choose tools for your actual use case.
LangGraph forces you to learn state management, tools, routing, and human-in-the-loop approval — the fundamentals that survive framework churn in the fast-moving agentic AI space.