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[Epic] WSVAD comparison framework: multi-backbone matrix + HF-style serving + streaming inference #16

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@jinmang2

Roadmap pointer for the WSVAD comparison-framework effort. All tracking lives in
PR #22
(single source of truth: Spec 1/2/3 checklists + status). This issue stays
only as the high-level roadmap; no per-spec issues/PRs will be created.

  • Spec 1 — Foundation (backbone-agnostic extraction, dim-agnostic heads, matrix, HF-style serving)
  • Spec 2 — Streaming/Causal (window/causal modes, causal-finetune, LLM-technique research, real-time)
  • Spec 3 — Qualitative suite (figures, localization metrics, cross-matrix dashboard)

Design: docs/superpowers/specs/2026-06-16-wsvad-matrix-serving-design.md.

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