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MULTI-STAGE CONSTRAINED LLM INFERENCE PIPELINE

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STAGE 01 / INGESTION & RASTER STAGE 02 / ORCHESTRATION STAGE 03 / CONSTRAINED INFERENCE RENDER ENCODE SPAWN INIT STREAM FILTER COMMIT RECALL PDF_PAGE PAGE_STREAM [P1] PYMUPDF_RASTER RASTER_ENGINE B64_PAYLOAD BASE64_MIME INFER.PY COORDINATOR_DAEMON SGLANG_SERVER ENGINE_RUNTIME STREAMED_TOKENS LLM_OUTPUT NO_REPEAT_LIMIT LOGIT_BIAS_RAIL MEMORY_RAIL CONTEXT: EMPTY