2026-01-13 11:21:36

In various high-end forums in the AGI field, what is truly valuable is never flashy speeches and conceptual packaging, but teams that can truly implement and operationalize ideas.

For example, some projects focus their efforts on practical implementation—not just staying at the demo stage, but building open intelligent infrastructure that can operate in adversarial environments. Their technical solutions are quite interesting: ROMA's recursive meta-agent architecture allows multiple AIs to collaborate hierarchically, while SERA's deterministic reasoning system ensures reasoning stability and verifiability in complex scenarios.

This approach completely avoids the old path of "hype projects" that are only about buzzwords and lack execution capability, and instead explores truly technically substantial innovations at the Web3 infrastructure level.

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SnapshotLaborer

· 8h ago

Bro, this is the right way. No bragging, you'll die without it. --- ROMA and SERA really have some substance; they're much better than those who just tell stories every day. --- Actionability is the hard currency; those who understand, understand. --- Finally someone said it. The folks on the forum just love to brag, makes me want to fall asleep. --- Web3 needs this kind of real infrastructure; forget about those air projects. --- I'm a bit interested in this multi-AI collaboration; how exactly does it work? --- Another big hype? Or is there really something? I need to check the code before I say. --- Honestly, this is way more reliable than those PPT projects on the market.

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NFTDreamer

· 8h ago

A truly capable team is indeed different; just telling stories is outdated. Solid recursive architecture and deterministic reasoning are what can be practically implemented.

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NftBankruptcyClub

· 8h ago

If I had known earlier that this industry is about competing in execution, not just competing in speeches, there are too many PPT scammers. Exactly, ROMA's recursive architecture definitely has some real substance, but the key is whether it can be turned into actual money. In Web3, there's a lack of projects with real substance; stop producing empty talk. I'm tired of it.

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