The Hidden Token Tax of MCP
7 min read
MCP adds a hidden token and latency tax because models must read tool schemas and manage multi-step tool loops before they can answer.
Apoorv Kesharwani
Engineering leader writing about AI, leadership, product, and systems.
Latest Posts
View all →How to Use Spec Kit with Claude Code and Linear
5 min read
Spec Kit works best at the feature-planning layer, where it preserves shared context without forcing teams to replace their story-level workflow.
Dispatch, Cowork, and the Two Types of Remote Tasks
8 min read
Sandbox tasks vs code tasks, three types of automations, and how to build pipelines that span both environments from your phone.
The Five Layers of a Remote Mac Agent Setup
9 min read
A framework for understanding the tools you need to run Claude Code and Cowork from your iPhone, and how to debug when things break.
Running Claude Code on Your Mac from Your iPhone
9 min read
How to set up Tailscale, Termius, and Mosh for persistent Claude Code sessions from your phone, plus the Remote Control combo workflow that makes it practical.