Juggling AI tools works, until it does not

AI-first editors, terminal-based coding agents, scripts, and observability tools can help small teams accelerate software development using familiar tools with little setup, but their limitations emerge as more people depend on them. The main challenges are unclear and poorly attributed costs, code-generation volumes that overwhelm existing review processes, and fragmented workflow knowledge embedded in individual scripts and employees rather than shared practices. The post argues that these issues are not failures of the individual tools, which each serve distinct purposes, but evidence of a missing coordination layer that defines reusable workflows, establishes meaningful human approval gates, and records actions and spending for each run. It presents Upsun Dispatch as a tool intended to provide this connective layer while working alongside existing editors, coding agents, and systems such as GitHub, GitLab, and Jira rather than replacing them.

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