Caliber flags enterprise agent sprawl

The post is more market thesis than launch, but the pain is real: enterprises are moving from “can we build agents?” to “who owns this fleet?”

• –Build tools like LangChain and LangGraph help teams create agents, but they do not solve lifecycle management, duplicate-agent discovery, or prompt change control.
• –Caliber’s open-source angle is strongest for developer agents, where stale repo context and fragmented config files are immediate operational problems.
• –The harder enterprise problem is broader than code agents: identity, permissions, human ownership, audit logs, evals, cost controls, and retirement workflows all need first-class tooling.
• –If Caliber can bridge repo-level setup with organization-level governance, it is aiming at a credible infrastructure gap rather than another agent wrapper.