Vision Transformer (ViT) Latency
Why Patch Size fundamentally dictates your cloud throughput entirely independently of actual parameter count when deploying Vision Transformers in production.
From the Front Lines of Tech
Sharing strategic insights and lessons from over 20 years of building scalable systems, leading high-performing teams, and navigating complex technology shifts.
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.
How to Use Silero VAD: Real-Time Voice Activity Detection in Python
How to use Silero VAD for real-time voice activity detection: build a Python audio pipeline with `from silero_vad import load_silero_vad`, endpointing, and barge-in handling.
Stateful Agents on K8s: Redis is Your Bottleneck, Not the Vector DB
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.
JAX Pallas: Writing GPU Kernels for Maximum Performance
JAX Pallas is NVIDIA's GPU programming API for high-performance compute kernels. Write optimized kernels for matrix multiplication and memory access patterns.
· StrategyThe Context Window ROI: Why RAG is a Tax on Reasoning
At $5 per million tokens with Gemini 2.5 Pro, the context window is no longer a scarcity. It is an asset class. It is time to rethink the true cost of RAG pipelines.