The Humanized AI · est. 2025

Intelligence becomes useful when it understands the person in front of it.

We study how people think, feel, and decide.
Then we build AI that actually reflects that.

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What we believe

Most AI is built on a wrong model of what a human being is.

— Our founding observation

The implicit assumption everywhere in the field: we are rational agents who occasionally feel things. Emotion is treated as noise — a deviation from the clean signal of preference and intent.

The reality runs the other way. We are emotional beings who happen to reason. Every decision, every memory, every relationship is colored by affect before logic ever touches it.

When you build intelligence on top of the wrong model, you get something that is technically impressive and subtly wrong — and you can feel the wrongness without being able to name it.

Read the full manifesto
01 Product live
Nodymic →
05 Founding principles
shape every decision
03 Ways to work together
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Live 2025 →
Nodymic
The mirror for what you create

Emotional content analytics for brands. Understand how your audience actually feels when they encounter your content — before you publish it.

Computer vision Affect modeling Memorability
Visit nodymic.com
In development 2026 →
[Personal companion]
The mirror for who you are

An AI that truly knows you over time. Not a chatbot — a system that builds a model of you: your patterns, your blind spots, your becoming.

Long-term memory Behavioral model Reflection
Coming soon
Full manifesto →
01

Understanding before optimization

You cannot serve someone you do not understand.

02

The emotional layer is not noise

It is the signal. Cognition runs on it.

03

A model of you, not of users

Demographics are not understanding. You are.

04

Serve, don't extract

Engagement is not the same as flourishing.

05

Humanized AI is more accurate AI

Modeling humans as they are predicts better.

Work with us

Building something that needs to understand people?

Technology licensing · Co-development · Humanization audits

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AI Pulse · Weekly Brief

One finding a week that changes how you think about AI.

Cognitive science, neuroscience, and human-AI research — curated for builders. Not news. Implications.

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human-ai-interaction

Apple's $250M Siri Settlement Puts a Dollar Figure on Expectation Mismatch

Apple reached a $250M settlement over misrepresentation of Siri's capabilities, with the legal record indicating users formed expectation-based relationships with the assistant — grounded in anthropomorphic marketing framing — that the product could not sustain. Users did not respond to underperformance with rational recalibration; the documented response pattern was affect-laden betrayal, consistent with violation of a perceived relational contract rather than disappointment at a tool's limi…

ai-companions

Social Context Modulates Every Lifestyle Factor's Effect on Brain Health

A large-scale analysis of UK Biobank data, published in Nature Communications, found that brain health outcomes are determined by the interaction of lifestyle, environmental, and social factors — not their independent additive effects. The same behavioral inputs produced different cognitive outcomes depending on social context; isolation significantly amplified cognitive decline associated with negative lifestyle factors, while social connection attenuated it. AI systems that function as soci…

cognition

Removing Learning Friction Improves Session Metrics, Degrades Skill Formation

Papers within a Frontiers in Psychology research collection on generative AI and cognitive mechanisms examined the 'desirable difficulty' principle — the established finding that effortful processing improves long-term retention and skill transfer — and found that AI tools eliminating cognitive friction produce measurable short-term performance gains while masking long-term skill degradation. The effect on recall and transfer tasks is only visible in assessments conducted well after the learn…

The next world is being defined right now.

Intelligence
that reflects.

Read the manifesto →