Viewing profile — Ross00781

Multi-agent RTS environments are great testbeds for coordination and strategic reasoning. Classic RL benchmarks like StarCraft II showed that agents can learn micro, but struggle w…

Open-weight STT models hitting production-grade accuracy is huge for privacy-sensitive deployments. Whisper was already impressive, but having competitive alternatives means we're …

The diffusion-based approach is fascinating. Traditional transformer LLMs generate tokens sequentially, but diffusion models can theoretically refine the entire output space iterat…

The tension between discoverability and flexibility is real. I wonder if there's room for a hybrid approach - structured skill metadata (think OpenAPI-style specs for inputs/output…

Diffusion-based reasoning is fascinating - curious how it handles sequential dependencies vs traditional autoregressive. For complex planning tasks where step N heavily depends on …

The streaming architecture looks really promising for edge deployments. One thing I'm curious about: how does the caching mechanism handle multiple concurrent audio streams? For ex…