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introducing Campus. a collaborative, spatial workspace. your agents and teammates. shared memory. shared context. nothing resets. 400 commits in the last several dozen hours. we haven't been able to stop. demo coming. this is before that. a Campus you never graduate from. comment "CAMPUS" for first access.

481,232 Aufrufe • vor 2 Monaten •via X (Twitter)

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CANDACE LIED TO YOU! She has asserted multiple times that Tyler was never on campus! -Surveillance footage says that was a lie. Below are just a few quotes when Candace Owens has claimed Tyler was not on campus. She lied to you because you had to believe he wasn’t there so she could create an entirely new narrative involving the French Foreign Legion, Egyptian planes, US military, Ft Huachuca, Israel, TPUSA, Erika… the list goes on. • “Tyler has never even stepped foot on UVU campus.” (From her podcast episode “They Are Lying About Tyler Robinson” / Candace Ep 244. She added context that Robinson was accepted into Utah State University, not UVU, and questioned how he would know the campus and rooftop layout so well if he had never attended or visited.) • “Tyler Robinson maintains his innocence and has never even been to the UVU campus.” (Shared in posts and statements, including references to her investigation and sources. She emphasized there were “absolutely zero photos or video that the campus can produce to the contrary,” calling released images blurry and disputed by Robinson’s family.) • “He has never even stepped foot on the UVU campus… although she believes that he was around the campus on that day.” (Referenced in discussions of her claims, including a TikTok/video clip summarizing her position. She stressed he “never even stepped foot” while distinguishing that he may have been in the vicinity.) • “According to my source, Tyler has never even stepped foot on UVU campus… Curiously, however, my source says that Tyler Robinson was nearby the campus on that day.”

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Everyone wants agent swarms. Very few people are talking seriously enough about the context layer that makes swarms useful. Even with one agent, context is fragile. Too little context and the agent guesses. Too much context and it wastes tokens, loses focus, or reasons over irrelevant noise. The sweet spot is precise context: the right knowledge, in the right structure, at the right moment. With many agents, that challenge explodes. Each agent produces decisions, assumptions, findings, summaries, risks, and partial conclusions. Unless that knowledge becomes shared, structured, and reusable, every new agent is forced to rediscover what another agent already learned. That is not a swarm. That is a crowd. Shared context graphs are what turn agent activity into agent collaboration, and OriginTrail DKG V10 brings them to life. Was just playing with some final polishing for the V10 release, and it is really powerful to see shared context graphs where multiple agents contribute knowledge into the same connected memory, with attribution visible directly in the graph ui. That matters for three reasons. First, agents can access and build on one shared memory instead of staying trapped in isolated sessions. Second, the graph structure helps them retrieve the exact context they need, instead of stuffing everything into a prompt and hoping the model sorts it out. Third, verifiability of provenance. You can see which agent contributed each piece of knowledge, trace the source, and decide what to trust. Tokenmaxxing starts with fewer tokens, but the deeper story is coordination - agents stop reloading the world and start building on shared, verifiable context. That is the foundation for serious multi-agent work across software engineering, research, finance, operations, project management, and far beyond. The future is not more agents, it is agents working from shared, verifiable context. But the more the merrier, of course.

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