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Jeff Dean says models hallucinate because their training data is “squishy.” But what’s in the context window is sharp, the exact text or video frame right in front of them. The goal is to bring more of the world into that context. Compression gives it intuition. Context gives it precision.

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vitrupo

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41,352 Aufrufe • vor 2 Monaten •via X (Twitter)

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Here is the video with context of what’s happened in that night
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Here is the video with context of what’s happened in that night

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Nia by @NozomioAI is an MCP that gives coding agents 10x more developer context. It indexes external repos and docs, so any coding agent always has the right context. Congrats on the launch, Arlan!
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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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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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Long video generation usually results in context increasing/scaling during chunk/frame-wise rollout. Considering context scaling may require context selection, we thus introduce the idea of MoE into long context modelling and propose Mixture of Contexts. All previous context/memory is considered while the chosen ones are computed in a data-driven manner. You can easily enjoy 7x compute savings.
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Long video generation usually results in context increasing/scaling during chunk/frame-wise rollout. Considering context scaling may require context selection, we thus introduce the idea of MoE into long context modelling and propose Mixture of Contexts. All previous context/memory is considered while the chosen ones are computed in a data-driven manner. You can easily enjoy 7x compute savings.

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Reporter: The president said “I don’t think about Americans’ financial situation.” Is that the right message? Mike Johnson: “I don’t know the context in which he made that comment.” The context is that he said it on camera. To reporters. In the White House. After gas hit $4.56 a gallon. After the world lost a month of strategic oil reserves. That’s the context, Mike.
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Reporter: The president said “I don’t think about Americans’ financial situation.” Is that the right message? Mike Johnson: “I don’t know the context in which he made that comment.” The context is that he said it on camera. To reporters. In the White House. After gas hit $4.56 a gallon. After the world lost a month of strategic oil reserves. That’s the context, Mike.

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"100 million words context window is already possible, which is roughly what a human hears in a lifetime. Inference support is the only bottleneck to achieve it. And AI Models actually do learn during the context window, without changing the weights." ~ Anthropic CEO Dario Amodei (On the 2nd point, there was this brilliant Google Paper published last week that says, LLMs can learn in context from examples in the prompt, can pick up new patterns while answering, yet their stored weights never change.) --- From 'Alex Kantrowitz' YT Channel (Full Video link in comment)
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"100 million words context window is already possible, which is roughly what a human hears in a lifetime. Inference support is the only bottleneck to achieve it. And AI Models actually do learn during the context window, without changing the weights." ~ Anthropic CEO Dario Amodei (On the 2nd point, there was this brilliant Google Paper published last week that says, LLMs can learn in context from examples in the prompt, can pick up new patterns while answering, yet their stored weights never change.) --- From 'Alex Kantrowitz' YT Channel (Full Video link in comment)

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"[Trump] is trying to bring more manufacturing back in the United States - he's trying to combat unfair trade practices," says Former Deputy NEC Director Clete Willems. "You've got to put it in the context that most of the rest of the world has higher tariffs than we do."
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this is good example of how context implied changes over text vs video (or is deliberately taken out of context to sensationalize)
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this is good example of how context implied changes over text vs video (or is deliberately taken out of context to sensationalize)

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The Bible in its context is not a Christian book. The Bible in its nature is a catholic book which was edited and given to us in the context of what it is. - Joshua Maponga
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The Bible in its context is not a Christian book. The Bible in its nature is a catholic book which was edited and given to us in the context of what it is. - Joshua Maponga

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This is just as funny in context as it is out of context.
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This is just as funny in context as it is out of context.

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You spend more time assembling information than actually using it. The pipeline data is in Salesforce. The context is in Slack. The budget is in a spreadsheet someone emailed last week. Amazon Quick connects all of it and turns it into answers, actions, and outcomes in one conversation.
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Out Of Context Football context : Galatasaray is the champion of Turkish Süper Lig in this season.
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Out Of Context Football context : Galatasaray is the champion of Turkish Süper Lig in this season.

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Andrej Karpathy says when we sleep, our daily “context window” is distilled into the weights of the mind. AI doesn't dream like us yet. But as we teach machines to reflect and compress experience, we may find both humans and AI converging on the same cognitive architecture.

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Introducing Claude Code Hook - Context Timeline (Saving this to try later) Install with: npx claude-code-templates@latest --hook monitoring/context-timeline Managing the context window and the subagents running in Claude Code is hard to keep track of That's why I built this hook... It starts the moment you open a session and shows a timeline with the main agent's context window and how subagents start working in their own separate context Every subagent you have running will show up in real time This way you can manage the context and the subagents you run, and see everything in a much simpler way than in the console
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Introducing Claude Code Hook - Context Timeline (Saving this to try later) Install with: npx claude-code-templates@latest --hook monitoring/context-timeline Managing the context window and the subagents running in Claude Code is hard to keep track of That's why I built this hook... It starts the moment you open a session and shows a timeline with the main agent's context window and how subagents start working in their own separate context Every subagent you have running will show up in real time This way you can manage the context and the subagents you run, and see everything in a much simpler way than in the console

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the exact context of why ”NLE the great” is beefing NBA youngboy 😭
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the exact context of why ”NLE the great” is beefing NBA youngboy 😭

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