Your agent works in testing. Then you deploy it and things break in ways you didn't expect. Here are...
5 Ways Your AI Agent Will Fail (And How to Prevent Them)
Related
I built a production AI agent for our NOC ticket queue in one shift
Our NOC gets a steady stream of tickets every day, and a good chunk of them are routine: the same...
Porting Gemma-4 12B (the encoder-free multimodal one) to AWS Inferentia2
The 12B ships as a multimodal class with no encoder loaded, and its sliding-window attention overflows Neuron's fused-attention SBUF. Three surgical fixes and it serves Paris at ~1...
My Inferentia port matched its reference token-for-token — and still output garbage
Porting Gemma-4 31B (dense) to AWS Inferentia2: the tensor-parallel recipe that worked at 12B collapses at 31B, NxD ModelBuilder saves it — and then a passing validation lies to yo...