Quick Monday note. Today's LinkedIn post is about my named AI agents. It's a post I almost didn't write, because naming AI agents reads as a quirky founder thing on the surface. But it's not. It's actually organizational design, not just a costume you're putting on your agents. Naming an agent is the moment you stop treating AI as a tool and start treating it as a role within your organization. A tool doesn't have boundaries. A role does. Pixel (my social agent) can't touch financial data. Sentinel (my security agent) can't publish content. The name carries the scope within the organization. Just like Bill, from IT. Or Susan from HR. If you're using AI without role definitions, you're working with one mediocre generalist instead of a coordinated team. And role definitions are just the first step. I find it's best practice to model my agents after a person or a "mentor council" of people. What's the smallest role you could carve out and name this week? Have you given your agents a persona or personality? Drop it below — I'm interested in seeing what y'all are cooking up.

Quick gut check. Just posted on LinkedIn about the 4 tiers of AI stack. Curious what the breakdown looks like in here. 1. Web-only (browser tabs)? 2. Mixed (web plus some custom GPTs or API)? 3. Custom apps (Projects, NotebookLM, n8n)? 4. CLI / harness (Claude Code or similar)? No judgment on the answer. The thing I'm actually trying to learn: if you're not at the tier you want to be at, what's the actual blocker? Confidence, time, money, "not sure where to start," or something else? Be honest. I want to know what to help with first.

Some of you have heard me talk about the system I use to run my consulting business — the AI operating system I've been building for the past 10 weeks. I finally put a name on it and a website behind it. It's called Refracted Cortex. The short version: it sits on top of whatever AI you already use (Claude, GPT, Gemini) and makes it actually remember who you are. Your values, your commitments, your blind spots. It doesn't reset every session. It pushes back when your decisions don't match what you said matters to you. Everything I've been teaching in Connected Intelligence about context, cognitive architecture, and thinking with AI — this is what it looks like when you turn that into a product. The site is live and I'm opening a founding waitlist. Wanted to share it here first, before I share on LinkedIn tomorrow. 20 spots at $97/mo (locked for life — standard will be $197). But honestly? I'm posting this here first because I trust this group's judgment more than the algorithm. If you don't mind talking the time, I'd like to know: 1. Does the concept land when you read the site? 2. What's confusing or feels like a stretch? 3. Would you use something like this? Why or why not? Link: https://refractedcortex.ai Brutal honesty welcome. That's how this place works.

There are a couple of great academic events going on locally (here in Alabama) next week. The big one for me is the AL AI Innovation Summit - to which my poster presentation has been ACCEPTED!!! I'm excited to bring the idea of cognitive architecture and a working prototype to the summit next week. Also - over the weekend, I'm working on finishing getting my own cognitive architecture online, with the ability for others to use! There will be free trials available for people to be able to try it to see if it's right for them. I hope that all of you will be able to try it out. And as a thank you for being a part of this community - I'd like to extend the free trial for each of you for an additional two weeks. More details and an announcement post to come...

If you follow the PKM (Personal Knowledge Management) world at all, you probably saw this: Tiago Forte — Building a Second Brain, 1M+ followers — just announced something he’s calling “Personal Context Management.” He’s launching an “AI Second Brain” cohort around the idea that your personal knowledge system needs to become the context layer for AI. Sound familiar? I’m not saying this to gloat. I’m saying it because this matters for you. When someone with Tiago’s reach tells a million people that the future is organizing your thinking so AI can actually use it — that’s not competition. That’s air cover. He just did millions of dollars worth of market education for the exact problem we’re solving. The difference is in what happens next. Tiago is selling a cohort. You’re building architecture. A cohort ends. You get frameworks, maybe some templates, and then you’re on your own. What you’re building here — CLAUDE.md files, agent systems, handoff protocols, the whole cognitive architecture — that compounds. Every session makes it smarter. Every agent learns your context better. Every workflow you design becomes infrastructure you own. Tiago’s cohort will teach people to organize context for AI. You’re already deploying it. Here’s the strategic play for this week. I’m publishing LinkedIn content that rides this wave — connecting what Tiago announced to what cognitive architecture actually looks like in practice. The timing is perfect. I need your help amplifying it. The post is up now - https://www.linkedin.com/posts/danielwalters_cognitivearchitecture-aiworkflow-activity-7441923448932765696-e7VH 1. Like them (algorithm fuel) 2. Comment with your own experience (social proof that isn’t me talking about me) 3. Share if it resonates (extends reach beyond my network) This isn’t vanity metrics. When a million people just got told “personal context management is the future,” and our community is already doing it — we want to be visible in that conversation.