Observed

Release-verified: `ollama launch` bootstraps full agent toolchains in minutes (Hermes since v0.21.0, Cline CLI auto-install since v0.30.2, Hermes Desktop since v0.30.7). Materially qualified: launched agents inherit the VRAM-tiered context default — 4,096 tokens on <24 GiB hardware against the vendor's own "at least 64000 tokens" guidance for agents — and truncation is silent, so multi-turn tool calling degrades without an error. The vendor patches this per-integration (v0.15.5 sets limits for `ollama launch opencode`; v0.18.0 fixes compaction for `ollama launch claude`) rather than runtime-wide.