Predict Output

Predict how often a 16 shard fan out query gets hit by at least one slow shard.

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

Predict the storage blowup when moving from single vector embeddings to ColBERT style multi-vector retrieval.

Estimate the compression from truncating 3072-dim Matryoshka embeddings to 1024 dims and then binary quantizing.

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

Predict the new memory footprint after swapping 768-dim embeddings for 3072-dim on a 50M-vector HNSW index.

Derive the SwiGLU hidden width that matches a 4x GELU FFN parameter budget

Calculate the per token KV cache footprint of a Llama-3-8B style config in fp16

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

Work out the KV cache reduction when 32 query heads share 8 KV heads

Predict the embedding table parameter count for a 32k vocab at d_model 512

Trace the attention score tensor shape in a 16-head block before softmax

Apply the 12-L-d-squared rule to size a 24-layer, d_model 1024 decoder

Predict which response wins after length normalization is applied

Compute the KL shaped reward this PPO rollout actually optimizes

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

Predict which candidate best of N sampling ships given these reward scores

Three KL coefficient sweeps finished: predict which beta you should ship

Predict accuracy at 64k thinking tokens from a diminishing scaling curve

Estimate the daily bill for the reasoning tier behind a 30% router split

Estimate the daily savings from dropping default high reasoning effort

Predict the output rate token count when reasoning tokens stay hidden

Predict when screenshots will overflow this agent's context window

Predict how many tokens a 1092x1092 image costs under Claude's sizing rule

Predict what a 20 step warmup does to a 13B run