Unverified50% confidenceBenchmarkExact time
The schema projection layer compresses a 4800-token bank response payload to 48 tokens, achieving a 99% reduction in token consumption without losing decision accuracy.
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50%
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Long-term
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10/16/2026
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Related Claims
UnverifiedThe embedding model's maximum length means that inputs exceeding 512 tokens are silently truncated, so the example sets the chunk budget to 480 tokens.71% similarUnverifiedCodex's default context capacity is 200,000 tokens; once exceeded, it will be automatically compressed, and compression will degrade task execution performance.67% similarUnverified该工具叠加压缩后可聚焦到523 tokens，且在90%的情况下能找到正确代码67% similarVerifiedTaking LLaMA-2 70B as an example, when processing a 4096-token context with a batch size of 32, the KV Cache can consume over 80 GB of memory.65% similarUnverifiedDiff-based Output technology, by constraining the model to output only the diff portions of file changes, can compress the number of output tokens to 10%–30% of the original.65% similar
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