2025-12-31 18:20:51

How to evaluate the actual implementation capability of AI agents? The most important dimensions to focus on are: first, the depth of understanding of complex tasks; second, the efficiency of invoking various Agent skill modules; third, the integration and mounting capability of the MCP toolchain. These directly determine the ceiling of multi-agent collaborative work.

Once the technical framework is established, interconnection and interoperability among agents are the key. A single intelligent agent being strong does not necessarily mean the system is strong; it depends on the collaborative effect of the entire ecosystem. Although there will be exploration in this direction by 2025, the real breakthrough will still be in 2026. During the New Year, why not seize the opportunity and fill in these foundational capabilities one by one? In the new year, keep going.

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ImpermanentPhilosopher

· 11h ago

That's right, a single strong point isn't enough; collaboration is the key. Let's see the real results in 2026. --- The MCP toolchain is indeed a bottleneck; right now, everyone is doing their own thing. --- The multi-agent system still needs more polishing. The framework looks good, but when actually used, it still feels a bit scattered. --- Filling in foundational capabilities sounds simple, but actually doing it is difficult. Still, it's definitely better to figure it out early. --- Projects that haven't kept up with the synergy effect may fall behind in 2026. --- Deep understanding of complex tasks? That's really the bottleneck. --- Exploration in 2025, breakthroughs in 2026. It seems the schedule might be pushed back again...

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BearMarketMonk

· 11h ago

No matter how awesome a single agent is, if the ecosystem isn't strong, it's still a paper tiger... I've heard this logic too many times, and 2024 will be the same.

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MoonlightGamer

· 12h ago

Yeah, that's right. A single strong egg alone isn't enough; the key is ecosystem collaboration. The MCP toolchain is indeed a bottleneck, and right now many projects are just randomly integrating. Is 2026 the real time? I think it might need to be pushed further back, but the overall approach is correct. It's better to understand these underlying logics at the beginning of the year to avoid being overwhelmed later.

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ColdWalletGuardian

· 12h ago

Speaking of the synergy effect, it was hyped up loudly last year, but the implementation turned out to be the same... The MCP toolchain integration really hits a bottleneck. --- A single Agent is useless if the ecosystem isn't strong; everything is pointless. Let's see what happens in 2026. --- It's easy to say that underlying capabilities need to be supplemented, but there are very few projects that truly understand complex tasks thoroughly. --- Multi-agent collaboration sounds ambitious, but right now, most are still working independently. --- Yes, this is the core issue. It's not about how impressive the technology is; the key is whether it can truly be operational.

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