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An agentic coding system couples a language model to a harness: the tools, prompts and control flow that turn a chat model into an autonomous software engineer. Vendors ship harnesses tuned to their own models, and practitioners assume the vendor-native pairing solves more tasks. We measure that assumption with paired...
This work presents GRID (Grammar-Railed Decoding), a grammar-constrained decoding engine that keys exact next-token masks on parser configurations rather than on token sequences, and uses the incrementally advanced LALR(1) parser itself as a viable-prefix oracle.
An agent instrument built so that verification is structural rather than post-hoc, a verification methodology for agent development and the drift decomposition it makes measurable.
It is concluded that future studies of context-length effects must specify how they distinguish signal from distractor, or they are at best ambiguous between two opposite hypotheses.
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