AMD

Estimate the raw vector storage for 10 million 768-dim float32 embeddings before any index overhead.

Spot the error in this hybrid search scoring code that combines BM25 and cosine scores.

Compute the head dimension a config file implies for d_model 4096 and 32 heads

Replies tripled in length after RLHF with flat quality: pick the likely cause

Compute the GRPO advantages when every rollout in the group scores 1.0

Order the debugging steps for an accuracy drop after capping thinking budgets

Architect search over any moment in a 100,000 hour video library

Design a customer support copilot that handles a million tickets a month

Contrast RLAIF and RLHF as paths to safer model behaviour

Explain alignment faking and what its existence implies for RLHF