Salman Avestimehr@avestime · 2026/08/05赛道影响Half of human intelligence comes from the capabilities of our brain, and the other half from the memories we build. Sleep and dreaming play a fundamental role in consolidating, reorganizing, and keeping those memories useful.
We are bringing this concept to human+AI collaboration.
As AI memory grows across weeks and months of conversations and collaborations involving many people and AI agents, it inevitably becomes noisy and complex.
Decisions are revised. Instructions conflict. Preferences evolve. Temporary discussions become mixed with lasting knowledge. The meaning of a memory may depend on who said it, when they said it, and what they intended.
Simply remembering "more" is not enough. In fact, without proper organization, more memory can make an AI system understand less.
That is why we introduced "Dream" in @Teamily_AI !
Dream revisits accumulated conversations and collaborations, detects conflicts and updates, connects related experiences, distinguishes temporary context from enduring knowledge, and reorganizes memory for future work.
Behind this one button are beautiful research problems in memory consolidation, causal inference, intent detection, temporal reasoning, provenance, uncertainty, conflict resolution, and forgetting.
They all come together in one unified capability, that you can try on Teamily AI (https://t.co/8sSrtvwCTc):
Dream🚀
And if you are a PhD student or are looking for a postdoctoral position to research the foundations of memory architectures for systems involving multiple humans and AI agents, please reach out.
AI：偏主题投资表达，释放对基础设施与新叙事的偏多信号。
Salman Avestimehr@avestime · 2026/07/24赛道影响True! @Teamily_AI indeed provides a social platform for multi-agent teams to collaborate with human teams ...
AI：偏主题投资表达，释放对基础设施与新叙事的偏多信号。
Salman Avestimehr@avestime · 2026/07/22赛道影响Welcome to the Human+AI Social Platform era!
Great to see @jack and the team launch BUZZ. I believe this is another strong signal that the next wave of AI is moving beyond individual assistants toward collaborative intelligence.
That said, group chat is just the beginning … not the destination.
The real opportunity is building a persistent team brain: one with connected context, living memory, coordinated AI agents, and intelligence that compounds over time as people and AI work together.
At @Teamily_AI this has been our focus from day one. We’re building the Human+AI Social Platform where conversations naturally evolve into execution, shared knowledge, and continuously improving collaboration.
The future won’t be built by humans alone or AI alone … it will be built by teams of humans and AI working together.
AI：偏主题投资表达，释放对基础设施与新叙事的偏多信号。
Salman Avestimehr@avestime · 2026/07/21赛道影响@jack no need to build! Try @Teamily_AI :)
AI：偏主题投资表达，释放对基础设施与新叙事的偏多信号。
Salman Avestimehr@avestime · 2026/07/15赛道影响RT @n__deborah: Redefine your workflow with Teamily AI, the team brain built for 10X productivity.
Instant Multi-Agent Teams
Describe your…
AI：偏主题投资表达，释放对基础设施与新叙事的偏多信号。
Salman Avestimehr@avestime · 2026/07/10赛道影响RT @Teamily_AI: After our Q2 2026 beta, we are publicly launching Teamily AI. Today we make Teamily widely open, making building and growin…
AI：偏主题投资表达，释放对基础设施与新叙事的偏多信号。
Salman Avestimehr@avestime · 2026/05/03赛道影响RT @Teamily_AI: 🎉 Big news: Teamily AI app is officially live on iOS and Android.
After months of building, testing, and listening to our e…
AI：偏主题投资表达，释放对基础设施与新叙事的偏多信号。
Salman Avestimehr@avestime · 2026/04/14赛道影响Cross-context memory is the key to enable human+AI group collaboration.
AI：偏主题投资表达，释放对基础设施与新叙事的偏多信号。
Salman Avestimehr@avestime · 2026/04/10赛道影响RT @Teamily_AI: What's Different About AI This Time, What's the Right Paradigm, and How Do Teamily AI Win Without Competing with Anthropic…
AI：偏主题投资表达，释放对基础设施与新叙事的偏多信号。
Salman Avestimehr@avestime · 2026/04/09政策影响Similarly, the backlash of OpenClaw also shows that “trust, security, and verification” are a key bottleneck for adoption of autonomous AI agents that handle our important accounts/data.
AI：偏政策推进，强调合规落地与规则明晰，对监管主线更敏感。
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