Image created with gemini-3.1-flash-image-preview with claude-opus-4.7. Image prompt: A 16:9 landscape gallery poster on a clean off-white background, the letters RAG lettered large and centered from concentric ROYGBIV rainbow bands in Julio Le Parc style with violet outside stepping inward to red, a single spectrum ribbon threading through each letter’s opening and connecting to two small rainbow-banded rectangles that flank the word like retrieved documents, flat matte screen-printed finish with crisp edges, generous negative space, no shadows or gradients.
For two years the whole conversation was about context window size. Meanwhile the actual problem never moved: agents don’t remember anything between sessions. We kept patching it with RAG and manual context injection and calling that memory. HydraDB is going at the layer
https://x.com/kimmonismus/status/2061454202883432501
Mellum started with code completion. Mellum2 is built for more – handling both natural language and code. A 12B-parameter open-source LLM for routing, RAG, and sub-agents, optimized for ultra-low-latency inference. Now on @huggingface. Learn more:
https://x.com/jetbrains/status/2061444430884675791
20 advanced RAG types to know in 2026 ▪️ Mindscape-Aware RAG (MiA-RAG) ▪️ Multi-step RAG with Hypergraph-based Memory (HGMem) ▪️ MegaRAG ▪️ Disco-RAG (discourse-aware) ▪️ Agentic RAG ▪️ A-RAG (with Hierarchical Retrieval Interfaces) ▪️ Predictive Prefetching RAG ▪️ SURE-RAG ▪️
https://x.com/TheTuringPost/status/2061085042391339199
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