Writing Pallas Kernels for JAX: Stepping Outside the XLA Safety Net
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.
Tag: GCP
· Hands-onOptimizing LangGraph Cycles: Stopping the Infinite Loop
Preventing infinite recursion loops in reasoning chains with robust circuit breakers.
The Blackboard Architecture: Solving the Agent 'Phone Game'
Chains are brittle. We need a shared state object for robust multi-agent reasoning.
The Storage Wall: Why Your GPUs are Waiting on GCS
Buying expensive GPUs to wait on cheap storage is an operational failure. We break down the math of 'Badput' and why high-performance I/O is actually a discount.
Network Jitter: The Silent Killer of Training
In distributed training, the slowest packet determines the speed of the cluster. We benchmark GCP's 'Circuit Switched' Jupiter fabric against AWS's 'Multipath' SRD protocol.