Memseek — blogNotes on agent memory: why similarity retrieval serves stale answers, and how to serve current, dated, source-linked context.https://memseek.ai/en-usEveryone Is Building the Same Context Enginehttps://memseek.ai/blog/we-kept-building-the-same-context-engine/https://memseek.ai/blog/we-kept-building-the-same-context-engine/Most agent products quietly rebuild the same backend: collect evidence, maintain state, retrieve what matters, assemble context, and learn from outcomes. We open-sourced that layer as Memseek.Sat, 15 Aug 2026 00:00:00 GMTContext engineeringAgent architectureOpen sourceAgent memoryJuan Diego Caballero - Founder (jdc@memseek.ai)The Agent Loop Has Always Been Therehttps://memseek.ai/blog/the-loop-has-always-been-there/https://memseek.ai/blog/the-loop-has-always-been-there/Why verifiability, world models, and memory matter—and why agents need a context engine around the modelWed, 12 Aug 2026 00:00:00 GMTAgent architectureContext engineeringVerifiabilityWorld modelsMemoryJuan Diego Caballero - Founder (jdc@memseek.ai)Your agent doesn't need more context. It needs the current context.https://memseek.ai/blog/why-current-beats-similar/https://memseek.ai/blog/why-current-beats-similar/Similarity retrieval has no opinion about what's still true. That's not a ranking problem you can tune away — it's a missing edge in your data.Fri, 24 Jul 2026 00:00:00 GMTAgent memoryRetrievalMemseek