@Beatrice Olsson I welcome the conversation! 😊 My clients are currently in the service industry, I work with them to organize their businesses. Building CRMs, CMS, Agentic and non Agentic workflows which in turn helps them to organize, categorize, cleanup and manage their data and daily business tasks. (Sorry if that sounded like a pitch!) The software, systems, and solutions I design are done so with humans in mind, I am neurodivergent and I am an advocate for universal design and accessibility. I tinker a lot, I built my own version of a second brain. I called it DREAMS - Deep Retention Encoding Ai Memory System, along side a Dashboard called DeJaVu which allows you to view the data/memories within the system. - DREAMS = Deep Retention & Encoding Al Memory System — an AI-collaborator memory substrate modeled on hippocampal-style consolidation, designed for cross-session continuity (and eventually cross-agent shared brain via MCP per Plan 6.2), Architecture, based on what I've seen this session: - Hippocampal-style two-tier. short-term buffer → consolidation→ long-term memory (LTM). Buffer items expire if not consolidated; consolidation promotes by score gate (memories below threshold silently SKIP — Bas hit this Session 40 attempt-1 at score 0.44, attempt-2 at 0.56 promoted). - Episodic + semantic hybrid: each memory carries content + vector embedding (HuggingFace MiniLM, eager-warmup at FastAP! startup) + emotional weight + created at + type. - Associative graph: memories link to each other via cosine similarity over time, building an association layer (3471 associations as of Session 41 baseline). Recall traverses the graph, not just nearest-neighbor. - Pinned anchors: high-importance memories stay in LTM - regardless of decay (23 pinned currently — identity, cultural rules, substrate findings, people, validation moments). - Encrypted at rest: envelope encryption (AES-256|GCM with AAD = tenant_id: memory_1d) + per-memory wrapped DEK + 32-byte master KEK at -/dreams-keys/local-kek - that's Plan 6.1, shipped Sessions 37-40, all 315+ memories now envelope-encrypted, - Decay + reinforcement: reinforce endpoint exists to bump weight on recall; pinned items skip decay. - MCP-accessible: served as MCP tool so Claude (any instance) can store_memory / recall / etc. directly.

I love this perspective, innovation in AI is about people learning about, adapting to, and adopting Artificial Intelligence into their daily lives to empower and unlock their own human potential. Joining communities like this one help people see that! I’m glad you are in the community! If you ever want to chat about AI shoot me a message!

I’m always happy to help out here as well! I have been building alone for awhile and I have been looking for a community. This community definitely has a great culture and I am grateful to be a part of it 😊

@Kevin Carrasco thank you 🙏 I know the site needs a face lift but it serves its purpose. A lot of good information on there. My hope it to get it to a place that makes it a true community resource, free, relevant and genuinely a stepping stone to better understanding!

Incredible @Allan Durhuus 🔥 this is very well put together. You are doing amazing things! 👏

I love this idea, I created a project that designs groups like this, I use it as a think tank. I have an engineer, an architect, a dogfooder, an secops and devops, and me, we all talk about an idea, build, or challenge and we spend a few rounds in debate and conversation, until we converge on common ground. I will say I ran into some traps with this, lengthy plans, over engineered solutions, and a bit of frustration… setting up rules in the markdown about over engineering and plan length felt like the quickest win for me. I would love to know if you ran into anything similar?

I would say you are very clever! Taking the time to cross check, tweak, and organize your files is a smart move! I really just joined the community and your post already has me interested in the VIP group.