Grok 4.6 is priced aggressively and benchmarked near the top of public leaderboards, but the agentic workloads that matter are still reliability, recovery, and cost control.
ASL-to-English in Gboard and Live Transcribe would be a major accessibility milestone, but production sign-language AI has to respect uncertainty and variation.
If your product hosts AI rooms, synthetic media, or chatbot agents, labels should be obvious, contextual, and logged before regulators or users force a redesign.
Local models are great for privacy, offline workflows, and predictable experiments, but APIs still win when you need frontier reasoning or elastic throughput.
Tickets are good for tracking known work. Live rooms are better when the problem is still being discovered and a screen share can collapse hours of back-and-forth.