#retrieval
- 10 Sept 2026 · Study
Agentic AI · Agent memory
Short-term memory (the conversation in the context window) versus long-term memory (facts stored outside and retrieved when relevant), with a small long-term store built on embeddings.
- 25 Mar 2026 · Study
LLMs · Embeddings
Sentence embeddings for semantic search: mean-pooling a small encoder (all-MiniLM-L6-v2), cosine similarity, and finding the most relevant sentence for a query without any shared keywords.
- 25 Nov 2025 · Paper summary
Paper summary: General Agentic Memory Via Deep Research
General Agentic Memory keeps a light memory plus the full history in a page-store, then uses a "researcher" agent to build the right context at request time, like just-in-time compilation for memory.
- 4 Sept 2025 · AI updates
EmbeddingGemma: a 308M multilingual embedding model for devices
Google released EmbeddingGemma, a 308M-parameter embedding model with a 2K context supporting 100+ languages; at release it was the top text-only multilingual model under 500M on MTEB.