Humanein the Loop
← The matrix
03

AI design should center human well-being

Current path

Products optimize for engagement over well-being. Dark patterns are routine. Children are exposed to manipulative design. Mental health effects are externalized.

Better future

Human well-being is the design target. Engagement metrics are subordinate to outcomes that serve users and communities. Protections for minors are default, not opt-in.

Drift across the three domains

Norms

Advancing12 signals
CHT recommends
  • Shift public and professional discourse from engagement to well-being outcomes.
  • Make dark-pattern design professionally disreputable.
Indicators we track
  • 3.N.aPublic discourse on well-being metrics over engagement
  • 3.N.bCritique of dark-pattern and addictive design
  • 3.N.cMental health implications in mainstream discourse

Laws

Advancing40 signals
CHT recommends
  • Restrict specific manipulative design patterns.
  • Default protections for minors (age-appropriate design codes).
  • Require transparency and user control over recommendation systems.
Indicators we track
  • 3.L.aRestrictions on dark patterns and manipulative UX
  • 3.L.bProtections for minors
  • 3.L.cAd / recommendation system transparency

Design

·
Insufficient data4 signals
CHT recommends
  • Ship privacy- and attention-respecting defaults.
  • Build well-being features (time limits, quiet hours) as first-class UI.
  • Reduce interruptive attention-capture in favor of user-initiated engagement.
Indicators we track
  • 3.D.aOpt-out and de-personalization defaults
  • 3.D.bWell-being features shipped by default
  • 3.D.cAttention respect in UX

Recent signals

AdvancingMajorLaws · 3.L.bUSAug 26, 2026

Attorney General Bonta Secures Transformative $17 Billion Settlement with Meta, Proposed Settlement Includes Fundamental Changes to Instagram and Facebook

California Attorney General Bonta secured a $17 billion settlement with Meta requiring fundamental changes to Instagram and Facebook, establishing major state-level accountability for platform harms to minors.

WhyCA AG $17B settlement mandates fundamental Meta platform changes — strongest state enforcement for minor harms on Instagram/FB.Protections for minors
AdvancingNorms · 3.N.cGLOBALAug 25, 2026

Your brain on AI

MIT Media Lab study finds AI chatbots affect users' accuracy evaluating news headlines; MIT Technology Review coverage advances mainstream discourse on AI's cognitive effects.

WhyMIT Tech Review covers MIT Media Lab study on AI chatbots reducing news-eval accuracy, advancing cognitive-harm discourse.Mental health implications in mainstream discourse
AdvancingLaws · 3.L.bUSAug 25, 2026

Instagram head Mosseri, at children's addiction trial, says few teenagers knew of safety feature

Meta's Instagram head Adam Mosseri testified in the US children's addiction trial that few teenagers were aware of a key safety feature, raising questions about the platform's minor protection design obligations.

WhyMosseri testifies at US teen addiction trial that few teens knew of safety feature, revealing Meta's design accountability gap on minors.Protections for minors
RegressingMajorDesign · 3.D.cEUROPEAug 18, 2026

ChatGPT Ads expands across Europe

OpenAI expanded ChatGPT's advertising product to European markets, bringing ad-supported monetization to frontier AI across the EU.

WhyOpenAI expands ad-supported ChatGPT to Europe, introducing ad-engagement incentives into a frontier AI product at scale.Attention respect in UX
AdvancingMajorLaws · 3.L.bUSAug 17, 2026

Ahead of Opening Statements, Attorney General Bonta Lays Out Case Against Meta over Its Role in Fueling Mental Health Crisis in a Generation of Children

California AG Bonta opened trial against Meta, arguing the platform's algorithmic design fueled a mental health crisis in a generation of children. Opening statements in the landmark liability case have begun.

WhyCA AG opens trial vs Meta for child mental health harms from platform design; state liability proceeding underway.Protections for minors
RegressingMajorLaws · 3.L.bEUROPEAug 14, 2026

France's top court blocks social media ban for under-15s

France's constitutional court has blocked a social media ban for users under 15, setting a legal precedent in a major EU member state that limits the scope of minor-protection digital legislation.

WhyFrance's top court strikes down under-15 social media ban, setting Tier-1 EU precedent limiting minor-protection legislation scope.Protections for minors
MixedMajorLaws · 3.L.bEUROPEAug 1, 2026

French Top Court Gets It Right, Strikes Down Social Media Ban For Youths

France's Constitutional Council struck down legislation banning social media for under-15s, ruling the blanket ban infringed on free expression and required disproportionate age verification of all users including adults.

WhyFrench top court struck under-15 social media ban: weakens minor protection but prevents mass age-verification surveillanceProtections for minors
RegressingMajorDesign · 3.D.cGLOBALJul 30, 2026

Meta shares tumble as Zuckerberg tries to sell his vision for AI 'agents'

Meta shares fell as CEO Zuckerberg defended the company's AI agent strategy based on personalized bots, with costs rising and revenue projections disappointing investors. The company is doubling down on deploying attention-capturing AI agents despite market skepticism.

WhyMeta doubles down on personalized AI bots; Zuckerberg defends attention-capture agent strategy despite revenue missAttention respect in UX
RegressingMajorLaws · 3.L.bUSJul 24, 2026

US appeals court blocks part of Texas children's online safety law

A US federal appeals court blocked part of Texas's children's online safety law, weakening state-level protections for minors online and potentially setting adverse precedent for future regulatory efforts.

WhyUS appeals court blocked part of TX children's online safety law, weakening minor protections and setting adverse legal precedent.Protections for minors
AdvancingMajorLaws · 3.L.bEUROPEJul 24, 2026

TikTok charged with breaching EU tech rules on online safety for kids, EU says

The EU charged TikTok with breaching the Digital Services Act due to design features driven by AI recommendation systems that could expose children to predators and cyberbullying, marking a major enforcement action for algorithmic child safety in Europe.

WhyEU charges TikTok under DSA for design exposing children to harm; binding tier-1 enforcement advances minor protections.Protections for minors
AdvancingMajorLaws · 3.L.bEUROPEJul 24, 2026

Commission preliminary finds TikTok in breach of Digital Services Act for failing to ensure safe accounts for minors

European Commission preliminary found TikTok in breach of the Digital Services Act for failing to ensure safe accounts for minors, a significant DSA enforcement proceeding advancing platform accountability for minor safety.

WhyEC DSA preliminary breach finding vs TikTok for unsafe minor accounts; regulators enforcing binding EU minor-safety obligationsProtections for minors
AdvancingLaws · 3.L.bEUROPEJul 20, 2026

French Parliament's committee approves social media ban for under-15s

France's parliamentary committee approved a bill banning social media access for users under 15, advancing minor protection legislation toward a full parliamentary vote in a major EU member state.

WhyFrench Parliament committee approves social media ban for under-15s; advances minor-protection legislation in EU jurisdiction.Protections for minors