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Gary Marcus asserts his 2020 arXiv essay 'Next Decade in AI' provided a clear…

Brief

Gary Marcus reiterates that his 2020 arXiv essay 'Next Decade in AI' laid out a clear roadmap, claims it was ahead of its time and is now being adopted, and notes a lack of serious critiques. Respondent Aeon Flux proposes an alternative architecture—Decentralized Cognitive Cells with Silicon Ethics, continual on-device learning, and cryptographic sovereignty—and requests feedback.

Why it matters

Gary Marcus asserts his 2020 arXiv essay 'Next Decade in AI' provided a clear roadmap; he claims no one in the field has offered a serious critique, that the essay was 'basically right' and ahead of its time, and that the field is beginning to follow its prescriptions.

Key details

  • Aeon Flux (@AZONFLUX) responded proposing a shift to Decentralized Cognitive Cells (DCC), hardware-level 'Silicon Ethics' to prohibit harm, real-time continual learning on user data, and strict cryptographic sovereignty (user-owned experience); they asked for critique or support in their May 2026 reply.
Source evidence

i provided a clear road map in the essay Next Decade in AI in arxiv in 2020. not one person in the field has given a serious critique of it.

if you are not aware of it, it is not my fault; i have pointed to it often.

it was basically right, but ahead of its time.

the field is starting to follow it.

Aeon Flux (@AZONFLUX)

People constantly criticize you for "just pointing out what's broken" without offering a clear roadmap. I've drafted a conceptual guide that might bridge the gap. It shifts the paradigm from centralized corporate LLM monoliths to Decentralized Cognitive Cells (DCC).It focuses on hard-wired Silicon Ethics (prohibiting harm at the hardware level), real-time Continual Learning on user data, and strict Cryptographic Sovereignty where experience is an asset owned by the user, not tech giants. It ensures the cognitive diversity needed for true AI evolution while solving accountability. Here is a high-level roadmap
nitter.net/i/status/2054574311017….
I would highly appreciate your critique or support if this aligns with how you see the path forward.

— https://nitter.net/AZONFLUX/status/2054578457703546978#m