Competitions arise from security gaps News about the Linux Root Isabel! But I don't know what the prize money is !🤣 https://copy.golf/

Hey CC Strategic AI family! I'm genuinely excited to be here. My name is Mahran. I'm a systems and operations guy who spent 14 years managing $480M+ in projects across solar energy, construction, manufacturing, and business development, from East Africa to Sweden to the US. I've built teams, run EPC contracts, scaled operations, and helped businesses generate real revenue. I know how to see a system and fix it. What I don't know yet and I'll be fully honest about this is automation. My n8n and Make.com skills are early-stage. I can sketch a workflow, I understand the logic, but my hands-on execution is still developing. I joined because I believe the combination of deep operational experience and AI automation is where the real leverage is. I'm also building my own AI agency consulting business (Hushflow) and want to combine what I learn here in real estate. I'm here to learn fast, contribute where I can, and eventually serve clients in industries I actually know — solar, construction, ops-heavy businesses, international markets. Here's my LinkedIn if you want the full picture: linkedin.com/in/mahrankahmed Happy to be in the room, and I hope I'm not distracting myself with joining yet another community/course and not actually producing from it. Looking forward to learn but mostly importantly apply! So let's build.

Hey dear @Charles Dove check on this https://youtu.be/WB42EqBR4Wg?si=SKsOAmAzF0CULj6M

Someone just open-sourced the highest-scoring AI memory system ever benchmarked. 96.6% on LongMemEval. Nothing else is close. It's called MemPalace. And it gives your AI a memory that actually works. Not a summarizer. Not a vector database that forgets the details. Not a sliding context window that drops everything from last week. A structured memory palace. With wings. With rooms. With a knowledge graph connecting everything together. Your AI remembers everything you told it. Forever. Locally. No API calls. Here is how it works: -> Every conversation is stored verbatim. Word for word. Nothing compressed away. -> Memory is organized into a palace structure. Wings group topics. Rooms hold specific knowledge. -> A knowledge graph maps connections between everything stored. -> Fully local. Your data never leaves your machine. -> Persistent across sessions. Close the app. Reopen it tomorrow. It remembers. The benchmark that matters: LongMemEval is the hardest long-term memory benchmark in AI research. It tests whether a system can retrieve specific details from thousands of past interactions accurately. MemPalace scored 96.6%. For context, most commercial AI memory systems score in the 60 to 75% range. This is not a marginal improvement. It is a different category. 50.8K GitHub stars. 4.5K gained today alone. No subscriptions. No cloud. No API keys. Just memory that works. 100% Open Source. Python. Free forever. https://github.com/MemPalace/mempalace

Started playing around with it.. Opinions of Hermes vs Claude ?