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docs: derive Roofline bounds and GPU measurement contracts
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docs: derive activation checkpointing and recomputation tradeoffs
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docs: explain RoPE geometry and context extension
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test: record full 77-post audit and run article checks in CI
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fix: audit program serving probabilities and resource accounting
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fix: validate RDMA resource lifetime and NCCL protocol boundaries
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fix: audit attention derivations and scheduler boundary conditions
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fix: verify serving sampling cache lifecycle and quantization contracts
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fix: audit distributed training math and state lifecycles
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fix: audit foundational posts and bind agent approval to reviewed con…
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fix: resolve serving review and validate rendered article math
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fix: align sampling, attention and KV accounting with source semantics
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fix: correct quantization math and training measurement semantics
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