Razorpay

A filter matches 0.1% of 100M vectors. Predict whether pre-filter brute force or post-filter ANN serves it faster.

Design search over 100M vectors for 6,000 tenants where one tenant owns 40% of the data.

Estimate the parameters weight tying saves a 128k-vocab model at d_model 2048

Spot the gaps in this checkpoint resume plan

Identify the first lever when Mixtral 8x7B refuses to load on a 24 GB GPU.

Walk through the three production paths through which LLM06 (sensitive disclosure) typically leaks

Identify two attack vectors specific to multimodal models

Design an off topic filter for a banking support chatbot

Describe MLCommons AILuminate and the gap it fills

Step back prompting in retrieval: what is it and when does it pay off?