My 60–90 (impossible) Rule for AI AI should act like a good agent: shoot first, adjust if asked. 60–90% of the time, people are happy with the first result. Explanations and iterations come only when the user demands them. The same rule applies to the interface: 60–90% of the information must fit on one visible screen. No endless scrolling. One glance, whole picture. Memory intact. To achieve this behavior, AI must be raised by the user, not only pre-trained by the lab. ⚡ Direct action. Clear view. Trust grows here.
George Petrineanu’s Post
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What AI do you use- and what does it say about you (or your company)? Ben Van Roo’s piece nails something I’ve been noticing: unlike laptops or phones, AI models don’t just extend what we do, they actively shape how we think. Choosing one isn’t just technical; it’s personal. As an investor, I also think about this at the startup level. If the model or platform you use says something about you as an individual, what does the AI stack you build on top of say about your company? - GPT-5 might signal pragmatism and scale. - Claude could reflect a more philosophical approach. - Open-source might show a culture of transparency and tinkering. - Legion might reflect a mission-first mindset, choosing to build with tools optimized for precision, security, and applied use cases in defense and government. But beyond identity, there’s also economics and performance. The foundation model market isn’t a monopoly, and competition, along with open-source innovation, continues to drive performance up and costs down. Platforms with deep visibility into user behavior and context can optimize or fine-tune models in ways general-purpose providers can’t, creating defensible advantages, better outcomes, and potential pricing power. Choosing a platform today isn’t just about signaling values; it’s a bet on unit economics, performance, and differentiation. Shoutout to Ben for framing this conversation so well. Definitely worth a read.
The AI models in your browser tab are not neutral—and they reveal more than you think. Legion’s CEO Ben Van Roo makes the case in Air Mail: AI is not only about capability. It is about temperament. The model you select does not just answer questions. It signals who you are when you ask them. So, which one are you running with? 🔗 https://lnkd.in/er779xfj
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AI is only as smart as the knowledge behind it. Without structure, most businesses end up with scattered files, outdated SOPs, and conflicting documents. The result? AI assistants that guess, deliver inconsistent answers, and frustrate both teams and customers. That’s why every business needs a Knowledge Management System (KMS) - a single source of truth for SOPs, policies, product docs, and data. With a strong KMS in place, AI can: Retrieve information instantly Connect knowledge across teams and departments Deliver accurate, context-aware answers your people can trust It’s the difference between AI that confuses and AI that creates confidence. Learn how to build a KMS — the foundation of reliable AI assistants — inside our community → https://lnkd.in/ghQEY_2K
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Now you know which scores represent "Quality" in your AI agent. But next: Applying it to every AI call in production? That’s the real game. You can’t check thousands of user interactions manually. You need automation. 3 fundamental ways: 1. Human Annotation → Ground truth. Small sample, deep accuracy. 2. Rule-based Checks → Black-and-white. Fast. Cheap. Every call. 3. LLM-as-a-Judge → Scales nuance (e.g. helpfulness, relevance). Combine all 3 → Continuous, reliable, scalable evals. That’s how you stop hoping your AI works… and know it does. Diving into AI Observability & Evals (5/6) #AIObservability #Tracing #LLM #AI
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Are you tired of AI-generated text that sounds robotic and bland? I put the 8 most popular AI humanizers to the ultimate test, and the results will shock you. Some of the most famous tools completely failed to bypass detection, but others delivered amazing, human-like content. If you're looking for an AI humanizer that actually works, you need to see this. Dive into the full test results and find the perfect tool to transform your AI content. https://lnkd.in/d_RHy7gC #bestAIhumanizers #AIhumanizer #AIhumanizerreview
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What if AI could understand your legacy systems without a costly rebuild or disruptive migration? They wouldn’t be a burden anymore — they’d become an advantage. 💎 That’s what Model Context Protocol makes possible. It acts like a bridge between AI and your old systems — so AI can use the knowledge they hold without changing how they work. Want to move forward with AI while keeping the systems you already have? In a recent article, Olivia Suprun explains how MCP helps with that and how to get ready for it. Read it on our blog 👉 https://lnkd.in/dj62DJkR #MCP #MocelContextProtocol #AIintegration #LegacySystems
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https://pwc.smh.re/1e7_ 💡 Where does AI create the strongest impact? AI proves valuable when it directly supports people and processes. Our recent case study showed this in action: co-designing solutions with a client to improve the preparation of board packs, a process often slowed by tight deadlines and fragmented communication. Read the full story here:
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Are you tired of AI-generated text that sounds robotic and bland? I put the 8 most popular AI humanizers to the ultimate test, and the results will shock you. Some of the most famous tools completely failed to bypass detection, but others delivered amazing, human-like content. If you're looking for an AI humanizer that actually works, you need to see this. Dive into the full test results and find the perfect tool to transform your AI content! https://lnkd.in/d_RHy7gC #bestAIhumanizers #AIhumanizer #AIhumanizerreview
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Are you tired of AI-generated text that sounds robotic and bland? I put the 8 most popular AI humanizers to the ultimate test, and the results will shock you. Some of the most famous tools completely failed to bypass detection, but others delivered amazing, human-like content. If you're looking for an AI humanizer that actually works, you need to see this. Dive into the full test results and find the perfect tool to transform your AI content! https://lnkd.in/d_RHy7gC #bestAIhumanizers #AIhumanizer #AIhumanizerreview
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