https://triumphpc.github.io/blog/tags/memory/ Recent content in Memory on Sebastian PE — Go, AI & Engineering https://triumphpc.github.io/blog/%3Clink%20or%20path%20of%20image%20for%20opengraph,%20twitter-cards%3E https://triumphpc.github.io/blog/%3Clink%20or%20path%20of%20image%20for%20opengraph,%20twitter-cards%3E Hugo en Mon, 29 Jun 2026 00:00:00 +0000 https://triumphpc.github.io/blog/posts/agent-memory-collaborative-deep-dive/ Mon, 29 Jun 2026 00:00:00 +0000 https://triumphpc.github.io/blog/posts/agent-memory-collaborative-deep-dive/ A deep dive into LLM agent memory architecture based on the MemRec paper (ACL 2026): collaborative memory, decoupling memory management from reasoning, Information Bottleneck. Comparison of the TOP-3 production tools — Mem0, Letta (MemGPT), and Zep — across nine axes. Highlighting the gap: research outpaces tooling. https://triumphpc.github.io/blog/posts/ai-agent-design-patterns-6-memory-deep-dive/ Thu, 11 Jun 2026 00:00:00 +0000 https://triumphpc.github.io/blog/posts/ai-agent-design-patterns-6-memory-deep-dive/ Deep dive into agent memory mechanics: five memory files, four context assembly strategies, TOOLS.md as a dual-source responsibility, and Dreaming — background consolidation from Anthropic (Auto Dream, Dreams API, KAIROS) and OpenAI (Dreaming V3, 82.8% factual recall). Engineering decisions behind a production platform. https://triumphpc.github.io/blog/posts/ai-agent-design-patterns-5-memory/ Mon, 08 Jun 2026 00:00:00 +0000 https://triumphpc.github.io/blog/posts/ai-agent-design-patterns-5-memory/ Context window ≠ memory. I break down agent amnesia, the academic taxonomy (Du et al., 2026), five approaches to memory — from OpenClaw’s file-based brain to mem0’s managed layer — and how our team solves this in practice.