feat(lora): runtime BF16 LoRA adapter support (Holo-3.1 dense + 35B MoE)#263

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rsafier wants to merge 15 commits into

Avarok-Cybersecurity:mainfrom

MonumentalSystems:research/lora-mvp

Commits on Jul 4, 2026

test(lora): PEFT fixture + parity oracle for Holo-3.1-0.8B LoRA MVP
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feat(lora): PEFT adapter_config.json parser (atlas-core)
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feat(lora): adapter safetensors loader + delta scratch buffers (spark-runtime)
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feat(lora): adapter types, loader, install walk + factory wiring (spark-model)
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feat(lora): CLI flags, adapter resolver, serve wiring + /v1/models (spark-server)
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feat(lora): M1 runtime BF16 delta at attention insertion points
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test(lora): strengthen fixture adapter (init_std 0.02->0.08)
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build(spark-runtime): link cudart + CUDA-13 SBSA lib path (research/lora base)
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docs(lora): implementation status — M0 + M1-attention shipped & verified
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style(lora): rustfmt + fix build_model arity in integration test
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