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Your sales tech stack keeps growing. So why does critical customer context still fall through the cracks? Most sales teams prospect in one tool, hold meetings in another, and send contracts from somewhere else. Every handoff creates an opportunity for valuable context to disappear: A key objection from the...

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Jason Hood

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23,820 Aufrufe • vor 26 Tagen •via X (Twitter)

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"the pyramid of work" - really interesting framework from the HappyRobot ceo Pablo Palafox: - at the bottom, repeatable low hanging fruit. at the top, complex + strategic decision-making - context is captured by doing work - and you gotta start at the bottom and work your way up the complexity chain - and at the top there is context inside the CEO's head that would lead to step change improvement at every layer if the agent had it this is why 1) enterprise agents will be a compounding gains market 2) the goal should be to intermediate the most important interacts that happen in a business, not own "customer support" or "sales" or whatever loved this conversation with pablo and Luis Paarup

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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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Welcome Agentforce Coworker. 🤝 Your new AI teammate is now inside every Salesforce search bar. It doesn’t just find things — it works with you. Agentforce now instantly taps into your CRM data, workflows, customer history, opportunities, and cases… then takes action in real-time. ❌ No copy/paste ❌ No tab hunting ❌ No context switching Just ask. Act. Close faster. 🔥 Plus, build custom agents that run natively in Slack, Teams, and mobile. Available today for every Agentforce customer. We went from internal dog fooding to your hands in record time. The pace at Salesforce is absolutely WILD right now ⚡️Be a Trailblazer — turn yours on today! 👇
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Christian

14,057 Aufrufe • vor 8 Monaten

Everyone's optimizing prompts. The actual bottleneck is where your context lives. Right now Slack owns it. Every idea you iterated on, every thread you thought hard about (sitting in someone else's sessions). Try moving it somewhere else and you'll find out it doesn't move. Buzz flips that. Your context is the foundation, and everything plugs into it: - Projects wired to GitHub. - Agents you can pull into a huddle. - Shared compute — flip one setting, download a local model to one machine, and your whole team chats with it from their own laptops. Which means four people with one beefy Mac Mini can run a real setup instead of buying unlimited plans at $200/month. And $200 is only today's number. Tomorrow it might be $2,000. Models have been yanked days after launch. Governments are already deciding what you're allowed to ask. You're building a business on top of these tools. Own the context. Keep the choice.
5:45

Everyone's optimizing prompts. The actual bottleneck is where your context lives. Right now Slack owns it. Every idea you iterated on, every thread you thought hard about (sitting in someone else's sessions). Try moving it somewhere else and you'll find out it doesn't move. Buzz flips that. Your context is the foundation, and everything plugs into it: - Projects wired to GitHub. - Agents you can pull into a huddle. - Shared compute — flip one setting, download a local model to one machine, and your whole team chats with it from their own laptops. Which means four people with one beefy Mac Mini can run a real setup instead of buying unlimited plans at $200/month. And $200 is only today's number. Tomorrow it might be $2,000. Models have been yanked days after launch. Governments are already deciding what you're allowed to ask. You're building a business on top of these tools. Own the context. Keep the choice.

The Startup Ideas Podcast (SIP) 🧃

23,565 Aufrufe • vor 7 Tagen

"[Doctors are] basically glorified sales reps for Big Pharma and hospitals are their front-facing sales departments." "When the incentives reward chronic illness more than lifelong health, you get exactly what we have today—a population sicker than ever... trained to outsource its health to a pill bottle." "Real health does not come from a hospital stay. It comes from... taking radical responsibility for your own body." "It starts in your kitchen, your habits, your choices... In the moment you decide you will no longer be a customer, but a caretaker of your own health." "The system isn't broken. It's doing exactly what it was designed to do." "And the moment you understand that is the moment you begin to take your power back."
2:24

"[Doctors are] basically glorified sales reps for Big Pharma and hospitals are their front-facing sales departments." "When the incentives reward chronic illness more than lifelong health, you get exactly what we have today—a population sicker than ever... trained to outsource its health to a pill bottle." "Real health does not come from a hospital stay. It comes from... taking radical responsibility for your own body." "It starts in your kitchen, your habits, your choices... In the moment you decide you will no longer be a customer, but a caretaker of your own health." "The system isn't broken. It's doing exactly what it was designed to do." "And the moment you understand that is the moment you begin to take your power back."

Wide Awake Media

13,835 Aufrufe • vor 8 Monaten

"[Doctors are] basically glorified sales reps for Big Pharma and hospitals are their front-facing sales departments." "When the incentives reward chronic illness more than lifelong health, you get exactly what we have today—a population sicker than ever... trained to outsource its health to a pill bottle." "Real health does not come from a hospital stay. It comes from... taking radical responsibility for your own body." "It starts in your kitchen, your habits, your choices... In the moment you decide you will no longer be a customer, but a caretaker of your own health." "The system isn't broken. It's doing exactly what it was designed to do." "And the moment you understand that is the moment you begin to take your power back."
2:23

"[Doctors are] basically glorified sales reps for Big Pharma and hospitals are their front-facing sales departments." "When the incentives reward chronic illness more than lifelong health, you get exactly what we have today—a population sicker than ever... trained to outsource its health to a pill bottle." "Real health does not come from a hospital stay. It comes from... taking radical responsibility for your own body." "It starts in your kitchen, your habits, your choices... In the moment you decide you will no longer be a customer, but a caretaker of your own health." "The system isn't broken. It's doing exactly what it was designed to do." "And the moment you understand that is the moment you begin to take your power back."

healthbot

21,869 Aufrufe • vor 5 Monaten

Introducing Bloome: a human–AI teammate system built around shared context and multi-agent collaboration. → You bring your task, and AI teammates collaborate with you in real time → Work flows through drafting, challenge, and refinement until it reaches the right answer → Claude, ChatGPT, and Deepseek operate together in a shared context with no information loss Everything stays connected from input to final output. This is how work starts changing.
1:15

Introducing Bloome: a human–AI teammate system built around shared context and multi-agent collaboration. → You bring your task, and AI teammates collaborate with you in real time → Work flows through drafting, challenge, and refinement until it reaches the right answer → Claude, ChatGPT, and Deepseek operate together in a shared context with no information loss Everything stays connected from input to final output. This is how work starts changing.

Bloome

343,971 Aufrufe • vor 1 Monat