diff --git a/PARITY.md b/PARITY.md
index 7c3bc4d..c2faeb3 100644
--- a/PARITY.md
+++ b/PARITY.md
@@ -186,7 +186,7 @@ gate and is exact.
 | H3 DiT backbone | Yes | Bit-exact through all 50 blocks from the coherent assembled FL2VA input; requires the standalone Comfy Kitchen fused Q/K RMSNorm + split-half RoPE operator |
 | H3 final layer | Yes | Bit-exact final AdaLN, target-row modulation, and video/audio patch rows; Comfy materializes the AdaLN and output-head biases through BF16 |
 | H3 DiT | Yes | Strict all-block numeric parity not achieved |
-| Beta/RES sampler | Yes | Exact sigma/state/update parity not demonstrated; direct preview has wrong initial audio state |
+| Beta/RES sampler | Yes | H3 replay is bit-exact for all 12 captured sampler calls and RES update is bit-exact from captured denoised; direct raw-output to model-wrapper denoised conversion retains small BF16/state boundary deltas |
 | Video VAE decoder | Yes | No direct-versus-Comfy same-latent pixel comparison yet |
 | Audio VAE/decode/mux | No | Preview intentionally produces video only |
 | Full Ref2VA | No | References, vision conditioning, VAE encode, audio, and muxing are unimplemented |
@@ -198,15 +198,12 @@ unless the checkpoint, Comfy version, prompt, or backend changes.
 
 1. **Final video latent layout.** Compare direct `unpatchify_video` output
    with Comfy before entering the sampler.
-2. **Sampler replay using Comfy state.** Feed `initial.pt` and captured
-   `sigmas` directly to the sampler. Compare video and audio denoised/update
-   states for all 12 saved steps. Do not test seed equality until this passes.
-3. **VAE pixel gate.** Decode the identical captured final video latent in
+2. **VAE pixel gate.** Decode the identical captured final video latent in
    direct and Comfy and compare pixels before ffmpeg. This decides whether any
    residual grid comes from decoder behavior.
-4. **End-to-end FL2VA preview.** Generate the reference dragon only after
+3. **End-to-end FL2VA preview.** Generate the reference dragon only after
    gates 1-8 pass. Compare its raw final latent first, then video.
-5. **Feature/performance work.** Only then add audio, Ref2VA/reference paths,
+4. **Feature/performance work.** Only then add audio, Ref2VA/reference paths,
     Sage3, CUDA graphs, and multi-GPU execution.
 
 ## Existing Tools And Their Intended Gate