Qwen3.8-Flash-Next successfully completed a 66-minute real-world coding task on a 64 GB M2 Ultra, making 106 tool calls and averaging 35.5 tokens/second with MTP enabled. The session debugged and fixed OTelux, a local-first OpenTelemetry workbench, addressing packaging and runtime gaps on macOS while the system remained responsive throughout.