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ISSUE-S17-I03: Domain Module Hierarchy Definition 1. Issue Metadata | Field | Value | | --- | --- | | Document ID | SOG-ISSUE-S17-I03-v1.0 | | Domain | DHS Platform Architecture | | Document Type | Agile ...

Summary A risk-first QA test-architecture audit of the entire ADR portfolio (37 ADRs + 4 platform-capability lenses), applying the qa-test-architect methodology with adversarial verification of every ...
approved-enhancement
enhancement
in-progress

Part of #65. Add copying / retrieval / long-context probes to the eval set so the known SSM weakness is caught directly, and so they tell you whether the hybrid attention fraction is high enough. Pure ...
eval
research

Part of #65. Stage C — RL with verifiable rewards (RLVR / GRPO) — the most impactful stage and the cleanest on licensing, because the reward comes from a verifier (compiler, test runner, exact-match), ...
research
train

Part of #65. Extends #57 (M9 DPO machinery: dpo_data/dpo_loader/make_dpo_train_step). Stage B — DPO on clean-license preferences, scaling M9 s DPO beyond ultrafeedback_binarized. DPO needs no reward model ...
train

Part of #65. Extends #57 (M9 SFT machinery: response-masked loader + make_sft_train_step). Stage A — SFT on clean-license sources, scaling M9 s SFT beyond no_robots. Teach instruction-following + chat ...
data
train

Part of #65. The base-model pretraining run: a ~3–4B Mamba-2 hybrid trained on the cleaned corpus (~2T+ tokens) at 8K+ sequence length. Deferred — gated on cloud CUDA (the M1 Pro is dev/validation only). ...
cuda
deferred
train

The MFM pretrained backbone (mfm_pretrain_vit_base.pth) from Jiahao000/MFM also does not appear to have a direct download link in its README. It would be helpful to clarify where to obtain that file as ...
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