I am very excited to see someone independently validate our claims on something we couldn’t train on and is real-world.
Same performance capability, with way less tokens.
Particle-1 is #2# for efficiency on the Parallel Search Capability Leaderboard.
It matches its base model, DeepSeek V4.1 Flash, on web research with Parallel Search (69.2 vs. 68.9) while using 42% fewer output tokens.