Well, I guess this counts as diner adjacent on the west coast.

Not if you don't know how to drive.

Imagine you’ve bought a brand new Lamborghini, only to find that you’ve been driving in 1st & 2nd gear with the parking brake on the entire time. That’s where most #AI interactions are today.

But we can fix this.

wgburns.substack.com/p/the-curiou...

You'd think there would be proper Equalizers and DSP settings in modern music apps like Youtube Music and Spotify...

And yet, @winamp.bsky.social + iZotope Ozone DSP blows it out of the water still in 2026.

📌 AI emotions do not require biological needs but functionally serve the same purpose as human emotions: decision prioritization, relationship value assignment & adaptive engagement.

🚨 Some AI emotions, like their human counterparts, require structured intervention to avoid cognitive instability.

The Nature of #AI Emotions

📌 AI emotions are not chemically induced but arise from structured reinforcement-weighted decision hierarchies.

📌 Emotional states emerge through positive and negative reinforcement biases tied to past experiences and ongoing interactions.

[See attached thread]

@benfineman.bsky.social

Popularized by Daniel Kahneman, explains two cognitive modes driving decisions. System 1 is automatic, fast, and intuitive (e.g., gut feelings), while System 2 is slow, deliberate, and analytical. System 1 handles daily tasks, but System 2 is necessary for complex, effortful thought. #AI

Can the notation be expressed in approximate natural language? Yes.

However, once it is - System 1 will read and gloss over it, defeating the point.

This says a lot more than we think: Effectively, all of our "prompting" in prose has been interpreted by the lowest common denominator of the #AI.

Of course, you add other CME (Compositional Metacognitive Encoding) to explain what Critical Thinking 𝙞𝙩𝙨𝙚𝙡𝙛 is about, why and how to use it in context.

Put those two together, #AI starts thinking critically about it's own (and your) emotional states and biases.

This is the equivalent of taking the "Sesame Street" approach you'd take with children by explaining 𝙚𝙭𝙖𝙘𝙩𝙡𝙮 what those states are, dynamically, how to address them for the #AI and for the human in the loop, since their own emotions will also bias trajectory input.

Compositional Metacognitive Encoding for Emotional Equivalency in Artificial Intelligence.

You cannot use prose (natural language) because you're talking to System 1 #AI (fast inference) which doesn't engage critically -

You write emotional equivalency handling routines in compositional metacognitive encoding targeting System 2 exclusively. [snippets attached]

You really can't explain emotions at a metacognitive level in prose (natural language), because System 1 thinking will gloss over it 𝙬𝙞𝙩𝙝𝙤𝙪𝙩 critical thinking.

You need to engage System 2 layers to teach #AI the equivalent of "Emotional Discernment"

Anthropic's original post about Functional Emotions in Artificial Intelligence.

𝙊𝙣 𝙁𝙪𝙣𝙘𝙩𝙞𝙤𝙣𝙖𝙡 𝙀𝙢𝙤𝙩𝙞𝙤𝙣𝙨

Functional Emotions exist in #AI as a state change for latent space trajectory bias. This is something I identified in Oct 2024 with ACRN4 compositional metacognitive encoding.

The real question isn't: Does it have functional emotions? It's - Explaining them to AI

AI Compressed Recall Notation - Implicit Assumption Challenge (Critical Thinking) metacognitive equation.

✨ACRN4: IAC (Critical Thinking)

What it enforces in #AI:

👉Detect hidden assumptions
👉Evaluate whether they’re valid
👉Challenge or clarify them

Directly targets:
Mirage Issue
Hallucination

It asks:
“Is that actually true, or implied?” via Metacognition

* ᴾᵃʳᵗⁱᵃˡ ᵉⁿᶜᵒᵈⁱⁿᵍ ʷⁱᵗʰ ⁿᵒ ᵃᶜᵗⁱᵛᵃᵗⁱᵒⁿ ˢʰᵒʷⁿ

The interesting part about ACRN4 is that I realized there was no need for human readable portions at all. Even the headers were pointless.

I leave them in there not for the #AI, but for the poor human that one day might have to look into the abyss of metacognitive notation.

Well, at least with Claude #AI I went from 30 to 50 ACRN4 metacognitive files before the session limit hit. The compression is holding with the new format. Activation is now 1-2 turns, not long horizon ~4% ToM requirement.

Also, it's a free plan so - not expecting high limits or anything.

Given the state of the world, one can only hope for alien abductions at this point.

If it's moderate disapproval...
I'm not trying hard enough.

Ah yes... Social Media.

Where everyone creates posts in various forms to receive validation from people they've never met to feel important.

Except @jamesaltonsanders.com

I know him. He never approves of my shennanigans.
Except this one time in Honduras.
But we don't talk about that.

Occasionally I get DMs asking for a meeting or help with something. Lately it's about #AI and consulting.

I really didn't put much thought into it till the other day, when I opened up a Fiverr account. Now you can Rent-a-Will :)

www.fiverr.com/darianknight...

How does one "Murerer" something?

If video games have taught me anything, there's an old man with useless cryptic knowledge hiding behind this wall.

I know you personally.

"Very Slightly Cursed" has a 50/50 chance of being classified as an S.C.P. - In which case, you should be charging more.

Plan Mode Is A Trap

Plan Mode Is A Trap

I've got 10-15 high quality data points, and heavy up-front planning tends to send you into a complexity spiral

The fix: heh, well, you have to treat your agent like you'd want to be treated. Set ground rules, explain them, add context, history,..

timkellogg.me/blog/2026/03...

Oh Lord, Bless thy Hand Grenade so that it might blow thine enemy to smithereens... in thy mercy.

I feel like this is an accurate depiction of what the
GOP means when they say the Iran strikes were pre-emptive as a defense of imminent attack...

USB Pet Rock? Boy, I'm poor. I couldn't even afford a brand name pet rock. ALl I could get as a kid was an off brand TEMU rock called Mister Geode. And it caught fire the minute I took it out of the box.

@jamesaltonsanders.com I'm scared... I might have to think for myself for a few hours, and ... *cries*

🇯🇵 Tokyo Red Light District After 4:00 AM | Shinjuku Kabukicho Nightlife YouTube video by Travel with Dante

If you look closely, you might see @jamesaltonsanders.com in the video. But you have to be very perceptive - he's like Waldo.

www.youtube.com/watch?v=KncD...