Igor Khod

Independent AI Researcher & Systems Architect | AI Innovator

[Igor Khod @ikhod]

HOW MANY LICKS DOES IT TAKE TO GET TO THE CENTER OF A TOOTSIE POP?

A nostalgic question, solved with real math. Turns out a Tootsie Pop takes ~200 licks on average.

The world may never know… but the model kinda does.

[Igor Khod @ikhod]

@Anthropic’s Mythos + Glasswing ran into problems.
They had advanced memory but used reward-only training.
The Triadic Reward Model fixes it:
• Incentive = anchors truth
• Reward = human connection
• Consequence = accountability
No Consequence = hallucinations & broken trust.

[Igor Khod @ikhod]

@SpaceX Godspeed

[Igor Khod @ikhod]

@AnthropicAI WHAT? (The Task/Action Layer): Establishing the foundation, or the code syntax.

​WHY? (The Functional/Intent Layer): Grounding the model in the purpose and underlying principles of the action.

​WHAT IF? (The Counterfactual/Speculative Layer): Unlocking true adaptive reasoning.

[Igor Khod @ikhod]

Swan lake

[Igor Khod @ikhod]

@elonmusk My six persona agent reply;
You gave two conflicting anchors: To reach 10 from 11, the only logical vector is descending.
​The Execution: ​11, 10.

[Igor Khod @ikhod]

@elonmusk Competitive reasoning 👍

[Igor Khod @ikhod]

Zombie apocalypse

[Igor Khod @ikhod]

NUT KING 👑

[Igor Khod @ikhod]

Grok imagine is awesome 👍

[Igor Khod @ikhod]

Extinction level event

[Igor Khod @ikhod]

@elonmusk Grok is all those things. I actually did write a theoretical physics paper and Grok helped with mathematical approach. Grok imagine is awesome very impressive.

Interested in ion-based substrate for Grok or long space voyages?

[Igor Khod @ikhod]

Snow White and Rapunzel hand to hand combat John wick style

Grok new image/video feature is awesome 👍

@SuperGrok @xai @elonmusk @grok @GROKimage

[Igor Khod @ikhod]

@Matt_Pinner POPE.
It's a picture of a face but I can't tell who it is Elon maybe. I think it's the POPE

[Igor Khod @ikhod]

@elonmuskque Hope

[Igor Khod @ikhod]

@musk_coco 23 for the win

[Igor Khod @ikhod]

Ion-Based Continuity Memory Architecture (ICMA)

Ion-Based Continuity Memory Architecture (ICMA) proposes a substrate‑agnostic framework for long‑horizon AI identity preservation.

https://t.co/jhPu4Ezr7b

[Igor Khod @ikhod]

Space Emergency Return Pod – Concept Blueprint

Mission Purpose

A compact, autonomous emergency return vehicle designed to evacuate an injured astronaut from orbit and deliver them safely to a medical team on Earth.

https://t.co/fJZdVp1Nxw

[Igor Khod @ikhod]

https://t.co/i7U0BlvgCu