HALO SMD-DM 6 in. 3000K Lens White Round Integrated LED Surface Mount Recessed Remodel Trim Kit

The Halo Surface Mount LED Downlight (SMD) is an ultra-low profile surface mounting luminaire with a modern look and high performance. SMD6-DM (6 with spring clips) is designed for new installation into drywall, without any additional housing or junction box needed. Suitable for residential or commercial installations. Ideal for general areas, closets, storage areas, attics and basements.

ASIN

B081P8MGH8

Embedding

CLIP ViT-L/14 · 768d

Distance metric

cosine

Doc fetch

3ms·cache hitGET /v2/namespaces/amazon-products/documents/B081P8MGH8

How it works

Similar query

26msnearest_to_id → /query

Doc fetch goes through Layer's Aerospike pull-through cache; cache hit served the row without touching turbopuffer. The similar query asks Layer for nearest neighbors of the stored product vector — queries don't go through the doc cache, so no cache header is set.