MIT Unveils 'SEAL' AI Framework for Self-Adapting Models
The Spin
Techno-optimist narrative
This breakthrough marks a leap toward true machine intelligence — beyond just pattern recognition and pretraining. Self-adaptive AI systems like SEAL can evolve on their own, rewriting their own code and learning in real-time. It's a glimpse into AGI — machines that don't just mimic intelligence, but continually grow, reason, and create.
Techno-skeptic narrative
This breakthrough is exciting, but past failures have shown that computer autonomy without oversight can be dangerous. From biased hiring tools to flawed cancer diagnostics, AI needs more than code that rewrites itself. Human judgment remains essential if we want AI that's not only smart, but safe and fair.
Establishment-critical narrative
Forget brilliance or human oversight — AI's real impact is gutting entry-level jobs and leaving college graduates with nowhere to start. As adaptive AI inches toward AGI, we risk automating away the path to human expertise. If we care about the next generation, it's time to hit pause before we train machines to replace people before they've even begun.