Zclaw – The 888 KiB Assistant

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The Federal Reserve would typically respond to a weakening labour market by cutting borrowing costs, in hopes of giving the economy a boost.

\[\begin{aligned} \text{Variants}_{\text{total}} &= \left(\sum_{j=0}^{80} j\right) + 1\\[16pt] &= \frac{80 \cdot 81}{2} +1 \\[10pt] &= 3241 \end{aligned}\]Testing re-layered model against all six leaderboard benchmarks would take days, so a full sweep would be years of compute. I needed proxy tasks: probes that were fast, objective, and would reveal structural properties of the model rather than task-specific tricks.

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Background: Why not use the GHC API

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If you've connected an LLM to more than a handful of tools, you've felt the pain. Every MCP server, every OpenAPI endpoint — their full schemas get injected into the system prompt on every single turn. Your 50-endpoint API costs 3,579 tokens of context before the conversation even starts, and that bill is paid again on every message, whether the model touches those tools or not.

A little recap of Hillary Clinton’s deposition from the committee yesterday: she repeatedly said she had never met Jeffrey Epstein to her knowledge, and she knew Ghislaine Maxwell casually, but she had no knowledge of their crimes.,详情可参考新收录的资料

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