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IA

IA — Technology. category: Generic family of artificial intelligence systems · impact: Substitutes human cognition and hits every sector simultaneously · metaphor: Philosopher's stone — transmutation of sand into thought · usage: Bid optimization, predictive analytics, audience segmentation

The MIT Iceberg Index, built with Oak Ridge National Laboratory and reported by CNBC in November 2025, attaches a figure to the substitution: AI can already replace 11.7% of the US workforce, $1.2 trillion in wages, with only 2.2% of that visible in announced tech and IT layoffs. The remaining 9.5% sits in routine HR, logistics, finance and administration roles, across all 50 states rather than coastal tech hubs.

That macro number has a small-scale counterpart. Anthropic's December 2025 study of its own 132 engineers found Claude covering 60% of their work and a self-reported productivity gain near 50%, together with two effects the interviewees named themselves: atrophy of the deep skills needed to write and critique code, and a senior engineer who noticed juniors no longer come to him. Marco Mornati's market figures point the same way. 93% of developers use AI assistants and 27% of production code is generated, yet delivery is only 8-10% faster.

David Thomas compressed it into one anecdote. Adding features to a graphics side project with Claude, he produced unmaintainable code in 18 hours spread over five evenings, a state teams used to take 18 months to reach.

The open question is the training pipeline. Philippe Ensarguet and Mornati both ask where the next architects come from once the entry-level coding that formed them is delegated. Bill Gates, writing in August 2026, says no plan for the transition exists. Dario Amodei expects large effects within one to five years while conceding the timing is very hard to forecast.

Type
Technology
category
Generic family of artificial intelligence systems
impact
Substitutes human cognition and hits every sector simultaneously
metaphor
Philosopher's stone — transmutation of sand into thought
usage
Bid optimization, predictive analytics, audience segmentation
relations
38
Cited in
10 fiches

Neighborhood

création logicielle la nature fondamenta… industrie du conseil… SDLC nouveaux parcours de… transmutation du sab… personal software underperformers (+43%) Demand-led marketing modèle d'apprentissa… travailleurs américa… pierre philosophale amplification écart … 11.7% de la main-d'œ…

→ improves

création logicielle CONCEPT high confidence evolving Source ↗
la nature fondamentale du logiciel CONCEPT high confidence evolving Source ↗
SDLC METHODOLOGIE high confidence evolving Source ↗
underperformers (+43%) CONCEPT high confidence timeless Source ↗
allocation budgétaire CONCEPT high confidence evolving Source ↗
personnalisation de l'expérience membre CONCEPT high confidence timeless Source ↗
productivité développeur CONCEPT high confidence evolving Source ↗
conseil agricole dans les pays à faible revenu CONCEPT high confidence timeless Source ↗

→ competes with

industrie du conseil en management CONCEPT high confidence evolving Source ↗

→ applies to

SDLC METHODOLOGIE high confidence evolving Source ↗
tâches périphériques chez les scientifiques CONCEPT high confidence evolving Source ↗

→ enables

nouveaux parcours de carrière des développeurs CONCEPT high confidence evolving Source ↗
transmutation du sable en pensée CONCEPT high confidence timeless Source ↗
amplification écart de productivité ingénieurs CONCEPT high confidence evolving Source ↗
cyberattaques et bioterrorisme à moindre coût CONCEPT high confidence timeless Source ↗
dette technique CONCEPT high confidence timeless Source ↗
définition de l'ontologie organisationnelle CONCEPT high confidence timeless Source ↗
partage connaissance tacite CONCEPT high confidence evolving Source ↗
transition des ingénieurs vers la gestion de systèmes IA CONCEPT high confidence evolving
codage avec attention fracturée CONCEPT high confidence evolving Source ↗
formation délibérée au jugement architectural CONCEPT high confidence evolving Source ↗
augmentation des travailleurs CONCEPT high confidence evolving Source ↗

← is based on

personal software CONCEPT high confidence timeless Source ↗

→ is an instance of

Demand-led marketing CONCEPT high confidence timeless Source ↗
pierre philosophale CONCEPT high confidence timeless Source ↗
prochaine étape de l'offshoring CONCEPT high confidence evolving Source ↗

→ reduces

modèle d'apprentissage par tâches juniors CONCEPT high confidence timeless Source ↗
coût des tâches d'ingénierie (migrations, docs) CONCEPT high confidence evolving Source ↗
durée de la phase d'implémentation CONCEPT high confidence evolving Source ↗
emplois d'entrée et de milieu de carrière CONCEPT high confidence evolving Source ↗
compétences techniques profondes (risque d'atrophie) CONCEPT high confidence evolving Source ↗
emplois débutants de cols blancs CONCEPT high confidence evolving Source ↗
interactions de mentorat CONCEPT high confidence evolving Source ↗
le refactoring CONCEPT high confidence timeless

← uses

travailleurs américains CONCEPT high confidence evolving Source ↗

→ replaces

11.7% de la main-d'œuvre américaine CONCEPT high confidence evolving Source ↗

→ opposes

modèle pricing par siège CONCEPT high confidence evolving Source ↗

Cited in (10)