Top 1 watch: Meta: Llama 4 Scout
Meta: Llama 4 Scout is currently ranked #1. Key metric: 10.0M ctx.
Current signal
The unified board currently places Meta: Llama 4 Scout at #1 based on the latest snapshot.
How to validate
Cross-check this rank with board-level columns, source links, and your own workload tests.
Sources
Evidence and actions
Evidence: Meta: Llama 4 Scout moved into the watch list due to strong current snapshot position and context/price balance.
- Time window: latest snapshot
- Observation count: 100
- Source type: ranking_snapshot
- Run workload-specific validation before production rollout.
- Track weekly rank drift and fallback options.