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chore(julia): archive five superseded training scripts ahead of S2 wiring
train_models.jl (bag-of-words MVP), train_advanced_models.jl (GPU-assumed), train_complete_final.jl (logistic-regression copy-paste), train_final_models.jl (broken stubs), and train_and_evaluate.jl (synthetic-metrics only) are moved to src/julia/archive/ with a one-line deprecation header. run_training.jl is now the single canonical entry point. https://claude.ai/code/session_01YPqu7gti4azBach6ZvpRFJ
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src/julia/train_advanced_models.jl renamed to src/julia/archive/train_advanced_models.jl

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#!/usr/bin/env julia
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# ARCHIVED 2026-05-24 — superseded by src/julia/run_training.jl. Kept for history only; do not invoke.
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# SPDX-FileCopyrightText: 2026 ECHIDNA Project Team
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# SPDX-License-Identifier: MPL-2.0
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#!/usr/bin/env julia
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# ARCHIVED 2026-05-24 — superseded by src/julia/run_training.jl. Kept for history only; do not invoke.
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# SPDX-License-Identifier: MPL-2.0
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# Train GNN model and evaluate on validation set, outputting metrics for health monitoring
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#!/usr/bin/env julia
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# ARCHIVED 2026-05-24 — superseded by src/julia/run_training.jl. Kept for history only; do not invoke.
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# SPDX-FileCopyrightText: 2026 ECHIDNA Project Team
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# SPDX-License-Identifier: MPL-2.0
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#!/usr/bin/env julia
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# ARCHIVED 2026-05-24 — superseded by src/julia/run_training.jl. Kept for history only; do not invoke.
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# SPDX-FileCopyrightText: 2026 ECHIDNA Project Team
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# SPDX-License-Identifier: MPL-2.0
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# ARCHIVED 2026-05-24 — superseded by src/julia/run_training.jl. Kept for history only; do not invoke.
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# SPDX-FileCopyrightText: 2026 ECHIDNA Project Team
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# SPDX-License-Identifier: MPL-2.0
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