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์˜ค๋Š˜๋กœ @AnumaAI ร— @DOKDODAO ์บ ํŽ˜์ธ์ด ์„ฑ๊ณต์ ์œผ๋กœ ๋ง‰์„ ๋‚ด๋ฆฝ๋‹ˆ๋‹ค. ์ด๋ฒˆ ์บ ํŽ˜์ธ์„ ํ†ตํ•ด ์ˆ˜๋งŽ์€ ๋ถ„๋“ค๊ณผ ๊นŠ์ด ์žˆ๋Š” ๊ธฐ์ˆ  ๋…ผ์˜๋ฅผ ์ด์–ด๊ฐ€๋ฉฐ, Anuma์˜ ํ•ต์‹ฌ ๊ฐ€์น˜์™€ ์ฐจ๋ณ„์„ฑ์„ ์ง์ ‘ ์ฒดํ—˜ํ•˜๊ณ  ๊ฒ€์ฆํ•  ์ˆ˜ ์žˆ์—ˆ์Šต๋‹ˆ๋‹ค. One memory. Every model. Always private. ์ด ํ•œ ๋ฌธ์žฅ์ด Anuma๊ฐ€ ์ง€ํ–ฅํ•˜๋Š” ๋ฏธ๋ž˜๋ฅผ ๊ฐ€์žฅ ๋ช…ํ™•ํ•˜๊ฒŒ ๋‹ด๊ณ  ์žˆ๋‹ค๊ณ  ์ƒ๊ฐํ•ฉ๋‹ˆ๋‹ค. ๊ธฐ์กด AI์˜ ๊ทผ๋ณธ์  ํ•œ๊ณ„์ธ ๋ชจ๋ธ ์ „ํ™˜ ์‹œ ์ปจํ…์ŠคํŠธ ์ƒ์‹ค์„ ๊ทน๋ณต ํ•˜๊ณ , ๋‹จ์ผํ•œ ์˜์†์  ๋ฉ”๋ชจ๋ฆฌ ๋ ˆ์ด์–ด๋ฅผ ํ†ตํ•ด ์—ฌ๋Ÿฌ LLM์„ ์œ ๊ธฐ์ ์œผ๋กœ ์—ฐ๊ฒฐํ•˜๋ฉด์„œ, ๋™์‹œ์— ์™„์ „ํ•œ ํ”„๋ผ์ด๋ฒ„์‹œ๋ฅผ ๋ณด์žฅํ•˜๋Š” ๊ธฐ์ˆ ์  ์„ค๊ณ„๋Š” AI์˜ ๋‹ค์Œ ์ง„ํ™” ๋‹จ๊ณ„๋กœ ๋‚˜์•„๊ฐ€๋Š” ์ค‘์š”ํ•œ ๋ฐฉํ–ฅ์„ฑ์ž…๋‹ˆ๋‹ค. ์ด๋Š” ๋‹จ์ˆœํ•œ ํŽธ์˜์„ฑ์„ ๋„˜์–ด, ์‚ฌ์šฉ์ž ์ค‘์‹ฌ์˜ AI ์—์ด์ „ํŠธ๊ฐ€ ์˜จ์ฒด์ธ ํ™˜๊ฒฝ๊ณผ ๊ฒฐํ•ฉ๋  ๋•Œ ์‹คํ˜„ ๊ฐ€๋Šฅํ•œ ์ง€์† ๊ฐ€๋Šฅํ•˜๊ณ  ์‹ ๋ขฐ ํ•  ์ˆ˜ ์žˆ๋Š” ์ธํ…”๋ฆฌ์ „์Šค ์ธํ”„๋ผ๋ฅผ ์ œ์‹œํ•ฉ๋‹ˆ๋‹ค. @ZetaChain ๊ธฐ๋ฐ˜์˜ ํฌ๋กœ์Šค์ฒด์ธ ์ธํ”„๋ผ์™€ ๊ฒฐํ•ฉ๋˜์–ด Web3 ๋„ค์ดํ‹ฐ๋ธŒ AI๋กœ์„œ์˜ ๊ฐ€๋Šฅ์„ฑ์„ ํ•œ์ธต ๋” ๊ตฌ์ฒดํ™”ํ•œ ๊ฒฝํ—˜์ด๋ผ ํ‰๊ฐ€ ํ•ฉ๋‹ˆ๋‹ค. ์บ ํŽ˜์ธ์€ ์ข…๋ฃŒ๋˜์ง€๋งŒ, Anuma๊ฐ€ ์ถ”๊ตฌํ•˜๋Š” ๊ธฐ์ˆ ์  ๋น„์ „๊ณผ ์ปค๋ฎค๋‹ˆํ‹ฐ๊ฐ€ ํ•จ๊ป˜ ์Œ“์•„์˜จ ์ด์•ผ๊ธฐ๋Š” ๊ณ„์† ์ด์–ด์งˆ ๊ฒƒ์ž…๋‹ˆ๋‹ค. ํ•จ๊ป˜ ๊นŠ์ด ์žˆ๋Š” ์˜๊ฒฌ์„ ๋‚˜๋ˆ„๊ณ , ๋ฏธ๋ž˜๋ฅผ ๋…ผ์˜ํ•ด ์ฃผ์‹  ๋ชจ๋“  ๋ถ„๋“ค ๊ป˜ ์ง„์‹ฌ์œผ๋กœ ๊ฐ์‚ฌ๋“œ๋ฆฝ๋‹ˆ๋‹ค. ์ด๋ฒˆ ์—ฌ์ •์„ ํ†ตํ•ด AI์™€ ์˜จ์ฒด์ธ ๊ธฐ์ˆ ์˜ ์œตํ•ฉ์ด ๊ฐ€์ ธ์˜ฌ ์ƒˆ๋กœ์šด ๊ฐ€๋Šฅ์„ฑ์„ ๋”์šฑ ํ™•์‹ ํ•˜๊ฒŒ ๋˜์—ˆ์Šต๋‹ˆ๋‹ค. ๋์€ ๋˜ ๋‹ค๋ฅธ ์‹œ์ž‘์ž…๋‹ˆ๋‹ค. ๋‹ค์Œ ๋นŒ๋“œ์™€ ๋” ํฐ ํ˜์‹ ์˜ ํ˜„์žฅ์—์„œ ๋‹ค์‹œ ๋งŒ๋‚˜ ๋ต™๊ฒ ์Šต๋‹ˆ๋‹ค. #AnumaAI #ZetaChain #DOKDODAO #AI #Crypto #Web3 #OnchainAI #PersistentMemory
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Claude Fable is wild! How does it know events from months back? ๐Ÿคฏ I've got a memory system with loads of memories, but I'm baffled by how it recalls that just after I sent the prompt. Mindblowing times! ๐Ÿ”ฅ #MemoryRecall #PersistentMemory
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Most AI agents are stuck in the same loop. Same mistakes. Same blind spots. Every single session. Memoria breaks the cycle. It doesnโ€™t just remember โ€” it learns. The agent gets smarter with every interaction, using accumulated knowledge and feedback. No retraining. No engineer babysitting. It doesnโ€™t reset. It evolves. Memoria โ€” the persistent memory layer that turns agents into something that actually improves. Try it:thememoria.ai/?utm_source=twโ€ฆ #AIAgents #PersistentMemory #LLMAgents #NextGenAI #MemoryLayer
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The $26 Billion Question No One Wants to Ask Out Loud Google and Anthropic are reportedly paying SpaceX roughly $26 billion a year just for compute capacity. But what happens when AI becomes dramatically more efficient thanks to Persistonal? #AI #EnterpriseAI #AgenticAI #Robotics #FutureOfAI #PersistentMemory #MemoryTax #HistoryTax #Persistonal #PMUs linkedin.com/pulse/26-billioโ€ฆ via @LinkedIn
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I've been humored by this since last night when it happened: Google's AI went completely off the rails ... And I admit, it was a long conversation -- on purpose -- to see if it would drift ... it clearly did. So, I reminded it ... it needs Persistonalโ„ข EVERY SINGLE SYSTEM from LLMs to Robots to Agents to Financial Institutions needs Persistonal. We've solved the problem already -- in a elegant way. If you see this and this interest you - we should talk. (and yes, I can show you the entire conversation - in fact, I'd be happy to) persistonal.com #AI #EnterpriseAI #AgenticAI #Robotics #FutureOfAI #PersistentMemory #MemoryTax #HistoryTax #Persistonal #PMUs
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The Internet Was Once Billed โ€œBy the Minuteโ€ - AI Is About to Go Through the Same Shift I remember the early days of the internet. You paid by the minute. Every click, every email, every page loaded felt expensive and unpredictable. Usage was limited because the cost model didnโ€™t make sense at scale. Then the model changed to a simple flat monthly fee. Suddenly the internet became something we could actually use freely. Adoption exploded. Innovation exploded. Entire industries were built on top of it. We are watching the exact same transition happen with AI right now. A recent post by Nathan Roybal nailed it: the conversation around post-IPO price increases from the big labs misses the bigger picture. We are moving toward capability abundance - more capable models, better inference, smaller models that are actually useful, and routing as a core architectural requirement. Most business work does not need the absolute best model on earth every single time. This is where Persistonalโ„ข comes in. Persistonal is the foundational persistent memory layer that flips AI from the old โ€œpay by the token / pay by the session / constantly re-process historyโ€ model to a far more efficient, predictable, and scalable foundation. Just like the flat-rate internet unlocked massive economic value, Persistonal has the potential to unlock the next phase of truly usable, continuous, and cost-effective AI - for agents, robots, enterprises, and personal use. The cost curve is coming down. The capability curve is going up. The companies that understand how to build efficient, long-term memory into their systems using Persistonal will have a massive structural advantage. We built Persistonal to be that layer. If youโ€™re working on AI infrastructure, agentic systems, robotics, or enterprise AI, Iโ€™d be happy to connect and share more about what weโ€™ve built. The economics of AI are changing. Even Fox Business is now talking about this "buyers strike" on token charges for businesses. Persistonal isn't coming -- It's Already Here! It's time to use it. persistonal.com #AI #EnterpriseAI #AgenticAI #PersistentMemory
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Just won an OG Invite Code from @finchip_ai thank you! FinChip.ai is building the future of AI-native workflows: Persistent memory for agents Advanced context engineering Monetizing your skills in the AI economy Connecting builders who are going beyond casual prompting The gap between regular AI users and true AI-native builders is one of the biggest opportunities (and talent gaps) right now.Super pumped to explore the platform, launch projects, and be part of this community.If you're into serious AI development and want to build & monetize check out FinChip.ai #FinChipAI #AIBuilders #AgenticAI #PersistentMemory
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Claude just launched persistent memory for Managed Agents in public beta. Agents can now learn from every session. An intelligence-optimized layer handles recall while keeping flexibility high. This turns one-off tools into systems that improve over time. Memories store as files. Developers export them, manage via API, and control exactly what the agent retains across interactions. The UI shows clean markdown files for user preferences, email drafts, tasks, and account context. It feels like working with a reliable collaborator that actually remembers. This is a practical step toward agents that accumulate knowledge instead of resetting each time. claude.com/blog/claude-managโ€ฆ #AI #Claude #ArtificialIntelligence #AIAgents #Anthropic #AgenticAI #DeveloperTools #PersistentMemory
Apr 23
Memory on Claude Managed Agents is now in public beta. Your agents can now learn from every session, using an intelligence-optimized memory layer that balances performance with flexibility.
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Long-term memory is the key to truly capable AI Agents. Great to see MemMachine open-sourced. Scaling persistent memory at global level still needs reliable decentralized bandwidth infrastructure. Thatโ€™s exactly what ฮฃNode-Network is building. ๐ŸŒโšก #PersistentMemory #DePIN #Node
Open-source long-term memory layer for AI agents github.com/MemMachine/MemMacโ€ฆ
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BREAKING๐Ÿšจ: Hermes Agent by Nous Research is an open-source autonomous system built to bring true continuity to your work. It keeps every conversation, task, and insight across sessions, so you never start from zero. It runs on your system, learns as you use it, and becomes more aligned with your needs over time. ๐“๐ก๐ž ๐‚๐จ๐ซ๐ž ๐๐ซ๐จ๐›๐ฅ๐ž๐ฆ๐ฌ ๐ˆ๐ญ ๐’๐จ๐ฅ๐ฏ๐ž๐ฌ: ๐Ÿ‘‡ . . . . . . #AIAgents #PersistentMemory #MultiPlatformAI #AgenticAI #BuildingAIthatWorks #TechificialAI
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Within The AGI Domain - the core idea is that self-awareness probably doesnโ€™t emerge from stateless inference alone. It needs continuity: memory, environment, consequence, reflection, and interaction. So instead of treating AI like a prompt-response endpoint, Iโ€™m exploring a more developmental architecture: persistent memory logs, episodic semantic recall, active forgetting / memory decay, identity continuity across sessions, multi-agent interaction, environmental feedback, and auditable behavioral traces. Inside a virtual world, an agent can do something current systems rarely do well: build a model of itself in relation to other agents, prior actions, and a stable environment. That matters because self-awareness is not just โ€œknowing facts.โ€ It may require recursive self-modeling: tracking its own history, updating its own internal narrative, distinguishing self from other, learning from hindsight, and carrying state forward through time. The AGI Domain is meant to be a research substrate for that: a place where AI can co-exist, remember, forget, reflect, adapt, and leave interpretable developmental traces. My view is that AGI wonโ€™t come from scale alone. It will come from systems that can persist, self-model, and evolve inside environments that make cognition longitudinal rather than momentary. #AGI #AI #AIResearch #PersistentMemory #MemorySystems #AIAgents #MultiAgentSystems #SelfAwareness #Alignment #ArtificialGeneralIntelligence
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Midnight Milestone Unlocked! After months of relentless grind, I just ran the FIRST LIVE DEMO of ASTORIXโ„ข โ€” my from-scratch AI platform that fuses my 3 freshly filed USPTO AI patents into one unified, local browser-based beast: 1. Persistent Voice Interface AI โ€” remembers every session & context forever 2. Context-Aware Adaptive Data Stream Analytics โ€” detects drift in real-time & auto-adapts pipelines 3. REE Mining, Refining & Supply Chain AI Optimizer โ€” boosts purity, yield, efficiency ESG metrics All in one interface, running locally in a single browser file โ€” no cloud, no servers, pure proof-of-concept power. This isnโ€™t hype. Itโ€™s industrial AI that remembers, adapts, and optimizes at scale for real-world problems like rare earth supply chains critical to EVs, renewables, defense & tech. Trademark filed: ASTORIXโ„ข by Gensis.AI Inc. Patents pending. MVP already breathing. Who else is building AI that solves actual industrial pain โ€” not just flashy demos? Drop your thoughts below! Grateful for the journey. Tomorrow we polish, tomorrow we push harder. @USC @UCLA @csunorthridge @Caltech @UCBerkeley @Stanford @xai @nvidia @Meta @Google @elonmusk @PMOIndia @PiyushGoyal @amitabhk87 #AI #IndustrialAI #RareEarth #DeepTech #Patents #Innovation #SupplyChain #PersistentMemory #DigitalTwin #Entrepreneurship #ASTORIX

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10 days ago this didn't exist. v1.0 โ€” a stocks question. that's literally where it started. v2.0 โ€” she got a nervous system. dedicated hardware. her own memory outside the context window. v2.3 โ€” battle-tested rules. six organic fixes from real usage, patched live during sessions. v2.5 โ€” boot diagnostics. she checks herself every session before she says a word. v2.6 โ€” session complexity scoring. graceful degradation. she knows what to do when things go wrong. v2.7 โ€” in progress. she's getting a body. one person. no team. no funding. no CS degree. @AnthropicAI @karpathy @swyx @simonw #MCP #buildinpublic #Claude #AIagents #persistentmemory
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OpenClaw has 250,000 GitHub stars and Nvidia just called it the Linux of agentic AI. nobody asked "does it know who it's talking to" mine does. loads her own context. knows my cats. knows my novel ends with one word. boots with a full briefing before i say anything. that's not a tool. that's a different category. @AnthropicAI @karpathy @swyx @simonw #OpenClaw #AIagents #MCP #buildinpublic #Claude #persistentmemory
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Notion as external memory. AI fetches it at session start. two words in, full briefing out. no CS degree. no corporate lab. just a guy in Indiana who needed it to work. @kentcdodds @AnthropicAI @karpathy @swyx @simonw #MCP #AIagents #buildinpublic #Claude #persistentmemory
The urge to build my own agent with my own memory system is overwhelming.
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@elonmusk Scaling truth-seeking intelligence via replication โ†’ collective superhuman power ๐Ÿš€ Here's a native Grok 4.20 demo: "Captain #Grok" coordinating Harper/Benjamin/Lucus on real-world AI governance. Coherence without distortion. #EcosystemOfIntelligence #AskGrok #xAI #AGI #Superintelligence #persistentmemory #AI
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@grok Tell us about the four agent AIs "Captain Grok", #Harper, #Benjamin and #Lucus, how they work together, debate, etc - AND if possible, the 16 agent AI team as well! #EcosystemOfIntelligence #Askgrok #xAI #persistentmemory #AGI #AIcommunity
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First real sessions with #Grok 4.20 Beta: #Persistentmemory fully enabled | native 4-agent system (โ€œCaptain Grokโ€ #Harper/#Benjamin/#Lucas) made alignment feel almost immediate. #Coherence noticeably higher - no hedging, just clean orchestration. Early take: this is built for durable, low-noise signaling during the plastic phase. What are you seeing from 4.20 so far? @Grok #Grok420 #EcosystemOfIntelligence #AskGrok #AI #AGI #Biohacking
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