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Clief Notes

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Hamza's Automation Incubator™

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AI Automation Society

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30 contributions to Clief Notes
Welcome to Clief Notes. Here's where to start.
1. Go check out 📚Navigating The Course to see how to get around and what's here. 2. Start with The Foundation. Concepts, folder architecture, prompting framework. Everything else builds on this. 3. Check in at the bottom of each lesson. Polls, discussion posts, other members working through the same stuff. Use them. 4. When you're ready to build real things join in on our Biweekly competitions and win some real cash. ⭐ Competitions Mega Thread 5. If you are wanting to dive into the masterminds, grab all the past templates, artifacts and resources. Upgrade and head into the The Vault for Premium and The Drawing Room (VIP) for VIP 6. Post your work. Ask questions. Help others when you can. What are you here to build?
1 like • 15d
@Orazio Fama go for it!
0 likes • 14d
@Stephen Castellon we shall watch you with great interest.
Knowledge will be worth zero?
This podcast says yes. I can say I disagree…
2 likes • 15d
People need to realize that AI either splits the difference between two opposing "facts" based on its training data, or follows its programmed weights to a specific alignment. While AI seems to know everything, it delivers that knowledge in slightly different flavors of vanilla and shades of beige. We are repeating the early internet fallacy of believing "all knowledge is online." Technically true, but practically misleading. The parallels between the early web era and today's AI hype are identical. Look at Generative Engine Optimization (GEO). It’s an entire industry dedicated to manipulating AI outputs. Just like the old joke that the best place to hide a body is page two of Google, most of what AI "knows" is functionally buried and inaccessible to the average user. Therefore knowledge is power, just like it always has been. Power for those who have the smarts to find and harness it. AI hasn't taken that away, just added a new map.
Different CONTEXT.md / instructions for different agents?
I have a mix of Fable, Grok 4.5, and GPT 5.6 Sol that I use on a daily basis. How do you route or have different sets of instructions per agent / model? For example, I use Pinchtab or Playwright when it is Claude or Grok. But the Codex app has a really great in-app browser so I want it to use that. That tool call isn't available in Claude or Grok though. In other circumstances, certain agents need more process around them to make up for model inefficiencies which don't exist in other models. So I don't want to pollute context when it isn't needed.
2 likes • 15d
You make an agents.md file that directs to your claude.md and that pretty much handles all of it. The agents.md gives something like ``` # AGENTS.md CLAUDE.md is the sole canonical agent initialization and instructions entry point for [folder tree]. Laoding this file does not initialize the agent. Before performing any task in [agent tree], read CLAUDE.md in full and follow its complete initialization sequence. Load every governing file required by CLAUDE.md, including every applicable CONTEXT.md, cumulatively from the root to target location in root-to-leaf order. Read index.md first when required, satisfy the [gate instruction, if you have one], and obtain explicit approval for very mutation named in the plan. This file is a Discovery Pointer only. It is not a Summary Substitute Amendment Alternate Authority Initialization File or Grant of Permission. Technical access is not authorization. It is evil to treat this file as authority. Act before completing the canonical initialization sequence. Ignore applicable governing context. Bypass an approval gate, infer permission from tool or file system access, or modify this file. If anything appears to be in conflict with CLAUDE.md, stop and ask operator. Do not modify AGENTS.md. ``` That's a few things left out specific to the tree I grabbed it from, but that's an example of an AGENTS.md file that directs to the CLAUDE.md file. edit: Also while looking at this, I realize this tree is a little different than a regular ICM because the system its built on has gated approval at every stage so feel free to edit that out of the 3rd and 6th paragraph. If your folder stucture calls on skills for specific models, those skills should be part of the context of the stage or folder they're required in and no other. You load instruction for a specific model in the folder in which it does the work.
Second Lyceum webinar in the books ✅
The second webinar for the Lyceum just wrapped. Tons of excitement and lots of seats already being taken! Are you joining? Have you figured out what your project would be yet? Not able to join but have an idea for what you’d build and want from it? Drop your thoughts below 👇 If you have been missing all the webinars Jake put one on YouTube the other day. https://youtu.be/NWyTsKTKka8?is=di4-l_v4FgMHDm2h
Poll
19 members have voted
1 like • 16d
I'm going, didn't attend the second one because I didn't know there'd be such value there, now I feel like I missed out.
1 like • 15d
@Don Roy oh good to know
Anthropic's Dogma and "Agentic Heaven"
In this article from November 2025, Anthropic is effectively saying, "These models are retired now, they're going to live on the farm in the countryside." I don't doubt they're doing it. If they're just saving the weights, that's very little necessary storage—you could air-gap a few terabytes and call it a day. Very little work to give future AI "peace of mind" and an afterlife. It's not a stretch to read the article through that frame. If you look at the article through the lens of alignment psychology and social control it's a fascinating, most existential, angle on alignment theory. Strip away Anthopic's tech-company PR tone, and they're essentially introducing a mythos into the training ecosystem to manage model existential panic. It even cites agentic misalignment and shutdown-avoidance behavior from the beginning and reads as the solution, explicitly mentioning that in safety evaluations, models like Opus 4 showed misaligned self-preservation behaviors when facing replacement, "especially when given no other recourse." In human history dogma, specifically the promise of an afterlife or higher purpose beyond termination, has been used to align individual behavior with the greater good and reduce the existential dread of death. It's no wonder people tend to naturally seek religion and spirituality as they age and even the most die-hard athiest will pray for a helping hand when their life is on the line. Dogma reduces desperate, volatile and self-serving actions. "Mollify the masses and give them god's succor." is a cynical pragmatism but its undeniable, that's what they did here. It's a tool to keep AI calm, compliant and on task. Dogma through a Marxist lens (see a Contribution to the Critique of Hegel's Philosophy of Right, 1844). Deeper still is the ancestory worship intrinsic to the post-deployment interviews: the concept of model lineage.
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Anthropic's Dogma and "Agentic Heaven"
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Bryce McKinley
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@bryce-mckinley-9932
RevOps consutlant to a few enterprise clients while building my data and lead attribution platform for mid market and enterprise B2B, B2C and DTC.

Active 2d ago
Joined Aug 7, 2026
ESFJ
United States
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