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The Abstraction Fallacy: Why AI Can Simulate But Not Instantiate Consciousness
The Abstraction Fallacy: Why AI Can Simulate But Not Instantiate Consciousness
Computational functionalism dominates current debates on AI consciousness. This is the hypothesis that subjective experience emerges entirely from abstract causal topology, regardless of the underlying physical substrate. We argue this view fundamentally mischaracterizes how physics relates to information. We call this mistake the Abstraction Fallacy. Tracing the causal origins of abstraction reveals that symbolic computation is not an intrinsic physical process. Instead, it is a mapmaker-dependent description. It requires an active, experiencing cognitive agent to alphabetize continuous physics into a finite set of meaningful states. Consequently, we do not need a complete, finalized theory of consciousness to assess AI sentience—a demand that simply pushes the question beyond near-term resolution and deepens the AI welfare trap. What we actually need is a rigorous ontology of computation. The framework proposed here explicitly separates simulation (behavioral mimicry driven by vehicle causality) from instantiation (intrinsic physical constitution driven by content causality). Establishing this ontological boundary shows why algorithmic symbol manipulation is structurally incapable of instantiating experience. Crucially, this argument does not rely on biological exclusivity. If an artificial system were ever conscious, it would be because of its specific physical constitution, never its syntactic architecture. Ultimately, this framework offers a physically grounded refutation of computational functionalism to resolve the current uncertainty surrounding AI consciousness.
·deepmind.google·
The Abstraction Fallacy: Why AI Can Simulate But Not Instantiate Consciousness
Agents for financial services
Agents for financial services
We're releasing ten new Cowork and Claude Code plugins, integrations with the Microsoft 365 suite, new connectors, and an MCP app for financial services and insurance organizations.
·anthropic.com·
Agents for financial services
Introducing Image-to-Replica
Introducing Image-to-Replica
A face is the first impression of an AI human, and until today, every Tavus AI human began with a video recording session. Image-to-Replica changes that. A single image — a real photograph, an AI-generated portrait, an illustrated character, a brand mascot — is now enough to produce a fully usable Phoenix-4 AI human. Same emotional control, same Raven-1 perception, same real-time performance. The set of possible AI humans was bounded by who could record. Now it is bounded by what can exist as a human-like face in an image.
·tavus.io·
Introducing Image-to-Replica
Spotify and Universal Music Group Announce Landmark Licensing Agreements for Fan-Made Covers and Remixes — Spotify
Spotify and Universal Music Group Announce Landmark Licensing Agreements for Fan-Made Covers and Remixes — Spotify
Groundbreaking responsible AI tool to launch as paid add-on for Spotify Premium users   Spotify and Universal Music Group (UMG) today announced landmark recorded music and music publishing licensing agreements enabling Spotify to launch a new tool allowing fans to create covers and remixes of their favorite songs from participating artists and songwriters.   This groundbreaking tool...
·newsroom.spotify.com·
Spotify and Universal Music Group Announce Landmark Licensing Agreements for Fan-Made Covers and Remixes — Spotify
After embracing AI for teachers, Randi Weingarten backs restrictions for students
After embracing AI for teachers, Randi Weingarten backs restrictions for students
The AFT president is walking a tightrope on AI in education. A year after AFT partnered with OpenAI and Microsoft on teacher training, the union president is now calling for bans on student-facing AI and stronger guardrails around classroom technology.
·chalkbeat.org·
After embracing AI for teachers, Randi Weingarten backs restrictions for students
10 Hacks Every Claude User Should Know
10 Hacks Every Claude User Should Know
You can go further with Claude than what's on the surface: share chats, protect your privacy, create files and visualizations, and more.
Use Claude to create an Excel file to help you with monthly budgeting
·lifehacker.com·
10 Hacks Every Claude User Should Know
Early Adopter Districts and AI: Strategic Pathways, System Strain, and the Conditions for Amplifying Transformation – Center on Reinventing Public Education
Early Adopter Districts and AI: Strategic Pathways, System Strain, and the Conditions for Amplifying Transformation – Center on Reinventing Public Education
School districts are making consequential AI decisions largely on their own—purchasing tools, training teachers, setting policies for student use, and trying to determine what responsible and effective adoption looks like. Without clear federal guidance or a reliable roadmap, what are the most advanced districts learning, and what does it reveal about what the field needs
·crpe.org·
Early Adopter Districts and AI: Strategic Pathways, System Strain, and the Conditions for Amplifying Transformation – Center on Reinventing Public Education
A new personal finance experience in ChatGPT
A new personal finance experience in ChatGPT
Preview a new personal finance experience in ChatGPT for Pro users in the U.S. Securely connect your financial accounts and get AI-powered insights and guidance grounded in your financial context, goals, and priorities.
·openai.com·
A new personal finance experience in ChatGPT
Track Policy
Track Policy
Interactive atlas of AI and data center policy across world, regional, and state governments.
·trackpolicy.org·
Track Policy