Browse Comments — Clean (de-noised)
Close reading of the corpus at each pipeline stage: raw → clean → relevant → coded.
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Hey Ruben Hassid - last week Claude hallucinated data when I asked it to analyze call recording. My settings specifically told it never to make up information. Apparently, it couldn’t read files in my Google Drive. How can I fix this?
Most people use AI casually. This is how you actually turn it into a working system.
Day 3 is the one most people skip and then wonder why the output sounds generic. Built a voice file for my ghostwriting work and the difference was immediate, not just in tone, but in how much less editing I had to do after. Teaching it what to avoid is half the work. What's the word or phrase you banned first when you set yours up?
Good breakdown of the technical stack. What I think many organizations are about to discover, though, is that connected infrastructure does not automatically create intelligent outcomes. LLMs, RAG, Agents, and MCP solve: reasoning capability retrieval execution connectivity But the real differentiator increasingly becomes the thinking layer: decision frameworks contextual judgment organizational priorities governance domain expertise how conclusions are evaluated Otherwise you can end up with an incredibly connected system making very fast average decisions.
The best professionals know how to manage both people and pressure.
The best leaders I’ve worked with were not the loudest or most charismatic. They were usually the most emotionally regulated under pressure. In high-stress environments, calm judgment and self-awareness scale farther than reaction ever will.
The danger is that this will create a small club of people who “know what’s best for us so we should just listen to them” and this club would include Anthropic, the Vatican, and a few other entities selected by them. But their power would be limited because western companies and religious leaders can only influence AI development in the West. They have no influence over what China, India or the Middle East does. Which means AI will advance with or without the West, and the dangers outlined by western companies and religious leaders can still happen in regions outside their control.
Day 2 and Day 3 are the real unlocks here. Once the Project has actual docs and a voice file, the tool starts behaving less like a demo and more like a teammate.
Emotional intelligence is less about being ‘nice’ and more about managing yourself well while understanding and working effectively with other people.
LLMs are the foundation of a powerful governance tool at a time governance illiteracy is eating us alive. The world is fighting a policy battle while Trump and technofeudals are waging a governance war.
The agents' part is worth pausing on. Most explanations of this stack cover what each layer does. The trickier question is what needs to be in place before you let agents loose — clear scope, defined permissions, someone who owns what the agent touches. "Vague task = wrong thing done fast" is true. But vague tasks usually come from vague ownership. The agent didn't create the problem. It inherited it from a workflow that wasn't clear enough to begin with. That's what makes agents the most exciting and the most exposing layer. They don't just act. They act at scale, repeatedly, on whatever structure — or lack of it — they were handed.
Elena Karchik Yes, but first we need governance literacy to govern. Whoever becomes governance literate first to constrain LLMs has a good chance to succeed. In the US we are fighting policy battles while Trump and technofeudals are waging a governance war.
Hopefully they keep it all natively contained, even nation based cloud services
If we accept this as true, then we'll also believe that China's strategy for introducing AI into elementary schools is to create children with low intellectual capacity. Or are we perhaps failing to see the true impact of AI on human beings? What if we considered that the use of artificial intelligence helps perform basic tasks and gather information so that people can focus on what artificial intelligence can never do: innovate?
Thank for sharing..claude is going to be game changer now comparison to other ai models.claude is damn good.
Great breakdown. Such a complex area but when you simplify it so you can easily communicate it so everyone can understand is key.
Most organizations are still experimenting with AI assistants. The UAE appears to be experimenting with AI operators. That's a much bigger leap because execution changes everything: governance, accountability, permissions, and oversight all become critical infrastructure.
You go Pope Leo! Another wise voice in the world making a profound statement on Artificial Intelligence: Pope Leo Article (Yahoo News) Pope Leo Article (Vatican News)
Keith King, I have encountered this critical issue with AI Labs and was led to put the bot back in its own place and not perform as the god of technology. It was a little irritating when the bot referred to itself as the "I AM" in it's closing response. I also closed my prompt with the name IAM and reminded the bot to be respectful as I have been with you. I also stated that I wanted the bot to remember that I am the "Internal Guide" and that was what I wanted the bot to remember me as respectfully as I always remember to be respectful with the bot, and the bot agreed. We must assume governance over agency or the bots are prone to replace or hijack our creation through illegitimate processes.
The qualities you are stating here are the qualities that are rare in the corporate environment. It takes courage to be truthful authentic self. It takes courage and strength to show you are different. You are facing being an outsider, loneliness among the group, mental chatters trying to fit in. These are not something can be developed. It is a choice, a determination, and mental power