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many things once needed a MCP server now could be easily done via using CLI by agent

I’m curious, how do you handle authorization of the user without leaking tokens/api keys to model context without an MCP server (which supports OAuth, in principle)?

This is the answer.

yes! I think it's yet another fad that is slowyly dying. I wish my company hadn't spent a whole team working for like 6 months creating an MCP server that no one will ever really use at scale

Maybe they know that Claude 6 will have similar performance every soon.

Building a PC that can play video games and run some LLMs.


"made an ambitious bet on MoEs"? No, DeepSeek is MoE, and they succeeded. Meta is not betting on MoE, it just does what other people have done.


Llama4 seems in many ways a cut and paste of DeepSeek. Including the shared expert and the high sparsity. It's a DeepSeek that does not work well.


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