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CalamitousFelicitousness 5cf46d2f81 feat(ltx): canonical LTX-2.x Stage 2 recipe (LoRA + guidance + connectors)
Implement the Lightricks two-stage recipe (diffusers PR #13217) for the
LTX-2.x Dev family: Stage 1 at half-res with full four-way guidance,
2x latent upsample, Stage 2 with distilled LoRA + scheduler swap + identity
guidance on STAGE_2_DISTILLED_SIGMA_VALUES.

Extends to both LTX-2.0 and LTX-2.3 Dev via per-family distilled-LoRA
repos carried on the caps; Distilled variants take the same flow minus
the LoRA swap. Auto-couples Refine with a fixed 2x upsample on any Dev
variant with a known LoRA when the user enables Refine without Upsample.

- caps: is_ltx_2_3, use_cross_timestep, default_dynamic_shift,
  stage2_dev_lora_repo, supports_canonical_stage2, modality_default_scale,
  guidance_rescale_default; LTX-2.x defaults realigned to canonical
  cfg=3.0 / steps=30; per-variant STG block and four-way guidance wired
  for non-distilled 2.x
- process: canonical Stage 1/Stage 2 helpers, scheduler + opts snapshot
  under try/finally, per-family upsampler repo, audio latents threaded
  from Stage 1 into Stage 2, use_cross_timestep gated per caps
- overrides: skip the redundant unsharded LTX-2.3 connectors blob and
  share LTX2TextConnectors weights across 2.3 variants when te_shared_t5
- load: Gemma3 shared-TE path for LTX-2.3; gate use_dynamic_shifting=False
  override to 0.9.x only so LTX-2.x stays on its canonical token-count
  dynamic shift
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