Agent discovery, terminal orchestration, and verifiable program search are heating up

Today's material is quite scattered, but the main thread is clear: the agent ecosystem is starting to fill in missing layers around "how to find, how to manage, and how to deploy," rather than simply continuing to pile on model capability. Joy represents a new class of agent infrastructure. It not only provides an MCP interface, but also puts agent registration, search, vouching, and endpoint verification into the same network. The most notable thing here is not performance metrics, but that it explicitly productizes the trust problem in an open agent ecosystem. Another clear trend is that the terminal is becoming the control plane for multi-agent work. Recon uses tmux to manage multiple Claude Code sessions, while Nia CLI compresses indexing, search, and research workflows into a single command line. This suggests that agent workflows are moving from "called occasionally" to "continuously running and requiring scheduling." At the same time, device-level agents are also moving forward. The publicly accessible real-iPad demo is eye-catching, but it also clearly exposes the current boundary: basic GUI actions can work, while complex interactions and high-risk scenarios remain tightly restricted. If we look at harder research evidence, AlphaEvolve is today's most prominent result.