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Close reading of the corpus at each pipeline stage: raw → clean → relevant → coded.

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The body analogy is useful as a doorway, less so as a map. Two frictions worth naming. First, the layers are not as cleanly separable as the picture suggests. A modern agent is rarely "brain plus hands". It is brain, retrieval, tool use, memory and a planning loop entangled in a feedback graph. Treat them as discrete layers and you will optimize each one and still ship a system that drifts. Second, the weakest layer in most enterprise stacks I see is none of the four. It is the part the analogy hides: the joints. Identity, permissions, audit, evaluation, data contracts. That is where projects quietly fail, long before the model is the bottleneck. So my honest answer to your closing question: the weakest layer is usually the one no acronym has been invented for yet.
Professor & Innomancer | Futurist & Tec… ⌕ thread
Emotional intelligence is so important!
Femininity + Masculinity Coach / Helpin… ⌕ thread
"My dog sometimes bites. I'm trying to train him not to, so please don't trust him until he fully learns. He's just a baby." -Chris Olah
Visual Creator ⌕ thread
Perfectly said! 🙏 Empathy creates a more positive atmosphere in the office.
Auditor-Accountant ⌕ thread
Good analogy. The missing piece — if LLM is the brain, RAG is the books, and MCP is the nervous system, what’s the digestive system? The layer that takes raw inputs and processes them into something the brain can actually use. That’s the data readiness layer. Clean, validated, contextually enriched data. A brain with access to bad books and a nervous system carrying corrupted signals still makes bad decisions. The quality of what feeds the system determines the quality of what comes out of it.
Founder @ TekCapitol · Turning existing… ⌕ thread
Justin Wright the irony is that high EQ is exactly what gets tested daily in low-EQ environments. Anyone can regulate in a calm room. The real work is staying neutral, brief, and grounded when the room isn't. That's where EQ either holds or it doesn't. Justin Wright
Executive coaches: turn your expertise … ⌕ thread
The real bottleneck is rarely intelligence generation, it is reliable context flow between systems and tools.
Chief Product officer, Chief Technology… ⌕ thread
Emotional intelligence is one of the most underrated career skills. The way we respond under pressure says a lot about leadership
LinkedIn Consultant Helping brands grow… ⌕ thread
Emotional intelligence is a skill that can be strengthened daily. At Respa, we’re passionate about helping people build mindfulness, focus, and emotional resilience through better breath awareness.
This explains the separation of reasoning, retrieval, orchestration, and connectivity extremely well. Clear and practical framing.
Partnership and Product Manager | Build… ⌕ thread
This is so true. The AI field is drowning in acronyms now. LLMs, RAG, agents, and new ones popping up every month. It makes things feel more complicated than they need to be. Staying focused on what actually solves real problems helps a lot more than learning every new term. Good share.
AI Implementation Consultant | SEO, AEO… ⌕ thread
Emotional intelligence is essential for high performance at work. It improves leadership, communication, and team relationships.
Strategic Advisor & Coach to Senior Lea… ⌕ thread
Emotional intelligence is often the differentiator between average performers and true leaders. Skills can be taught, but EQ is what sustains long-term success.
GoHighLevel Expert | CRM Automation Spe… ⌕ thread
A lot of people think high performance is only about skill or discipline, but emotional intelligence quietly affects almost everything at work
I help busy professional parents fix th… ⌕ thread
Day 6 is where it really shifts from tool to system. Once it starts running in the background, the leverage becomes obvious. Recently shared a post on how the real future of AI is reducing variability and improving consistency, not just automation. Would love your thoughts. Ruben Hassid
Finance Transformation Strategy | Intel… ⌕ thread
At one university where I used to work and mark dissertations, a few years ago, there was a case where a student submitted something obviously AI generated. It was obvious from the writing on the face of it and even more so speaking with the student. I refused to mark it and the case went to the academic dishonesty proceedings. And then got stuck. Could I *prove* that it was AI generated? The student swore up and down that it was their own work. I asked what kind of evidence would be acceptable. Even offered to enlist the services of a colleague who happens to be forensic linguist. At that time, no standard of proof was acceptable and the dissertation had to be marked, and eventually the student allowed to resubmit another AI generated version. It dragged on for ages. We definitely need alternative assessment methods. For now, I am thankful that I no longer have marking duties.
Herding AI agents at University of Edin… ⌕ thread
saved this immediately 😭 everyone watching 3 hour tutorials when this whole checklist fits on your phone is actually so real. day 3 teaching it your voice and banning words like "leverage" and "delve" is sending me but also genius no cap 🔥
Helping Businesses Automate Workflows w… ⌕ thread
This is a refreshingly practical way to build real AI leverage — not just watch tutorials and feel productive. What works here is the emphasis on real work, real files, real outcomes. Teaching the model your voice, connecting it to live systems, and setting scheduled tasks is exactly the shift from “chatbot” to daily operating layer. That’s where AI actually compounds. The 7-day framing also lowers the barrier: no overwhelm, no theory-first trap — just progressive capability building. By Day 7, it’s not an experiment anymore, it’s infrastructure. Sharp, execution-focused breakdown from Ruben Hassid. This is how people stop trying AI and start working with it.
Innovative Sales Strategist | Curating … ⌕ thread
Nice anatomy. But bodies have one thing this model skips: an immune system. Who decides what the agent is NOT allowed to do? Who stops RAG from surfacing the confidential board deck to the intern's chatbot? The four layers are the easy part. Layer five — governance — is where most implementations quietly die.
AI Solutions Architect & Inhaber │ webs… ⌕ thread
Being a calming presence is the one on that list most people underestimate. It sounds passive but it's actually one of the hardest things to do consistently under pressure.
Helping health leaders, investors and i… ⌕ thread
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