Agent Hub - Multi-Agent Control Panel

Developers running multiple AI agents across local and remote machines struggle to manage them separately. A unified dashboard to interact with all AI agents (Claude, Codex, etc.) in one place without being locked into specific workflows. Target: AI/ML engineers, autonomous systems developers.

The explosion of agentic AI workflows in 2024-2025 — driven by Claude's computer use, OpenAI's Codex CLI, and the broader shift toward long-running autonomous tasks — has created genuine operational chaos for developers running multiple agents across environments, and no one has cleanly solved the orchestration UI layer yet. No clear incumbent owns this space, though LangSmith and Weights & Biases touch adjacent observability concerns without offering unified cross-agent control. The $2k-10k/mo revenue band is plausible if sold as a team tool to ML-heavy startups, but individual developers will resist paying until agent infrastructure stabilizes and they're running enough agents to feel the pain consistently. The biggest risk is timing fragility: the major labs (Anthropic, OpenAI, Google) are actively building agent management features into their own platforms, and a first-party solution from any of them could make this redundant before it reaches meaningful revenue.