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Tagged: structured-outputs

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14 min read

Ollama vs LM Studio vs llama.cpp vs MLX: the tool call is the whole difference

Four local runtimes, the same weights, four different prompts going in and four different answers to whether a tool call comes back parsed. None of that is throughput, and throughput is the only axis anyone compares.

9 min read

Outlines vs XGrammar vs llguidance vs Instructor: Valid JSON Was Never the Hard Part

Three of these four constrain the sampler so invalid output cannot be produced, and the choice between them collapses to one question: do your schemas repeat? The fourth does something categorically different, and it is the only one that can enforce the rules that actually break agents — because a grammar guarantees the enum is one of five values and says nothing about which.