Debugging Audio Buffer Overruns: When Python Asyncio Drops the Ball
Audio streams do not care about your Garbage Collector. If you miss a 20ms buffer deadline, the audio glitches. Here is how you debug real-time streaming issues on the edge.
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Audio streams do not care about your Garbage Collector. If you miss a 20ms buffer deadline, the audio glitches. Here is how you debug real-time streaming issues on the edge.
Latency in Voice Agents isn't just network time; it's Turn-Taking latency. If your agent cannot reliably detect when the user has stopped speaking, the illusion of intelligence shatters instantly.
Agents are stateless. Their memory is not. Scaling the LLM reasoning loop is trivial compared to solving the transactional concurrency of agent memory on Kubernetes.
When XLA's heuristics fail for custom attention mechanisms, you can't just hope for a compiler update. Here is how you write Triton-like kernels directly in Python using JAX Pallas.