# LTX-2.5 First-Last-Frame Seed Hunt WorkflowA ComfyUI workflow for **FLF2V seed hunting** on LTX-2.5 distilled (22B), pinning start and end frames while previewing at 0.3 MP before upscaling to 1.2 MP.## How it works**STEP 1 – Seed Hunt (4 previews)**- Load a **first frame** (start image) and **last frame** (end image)- Queue four times with different noise seeds; each produces an 8-step video at 0.3 MP (736×416)- Stage 1 anchors both endpoints at strength 0.7, so they guide but don't lock the content- Preview time: ~40–50 seconds per seed- Compare transitions without upscale overhead**STEP 2 – Final Render (chosen seed)**- Copy the winning seed into the red **CHOSEN SEED** node- Un-mute **SAVE FINAL**, mute the green seed-hunt group- Stage 1 re-runs at 0.3 MP, stage 2 upscales the latent ×2, re-anchors both frames at strength 1.0 (for sharpness), and runs 3 refinement steps → **1472×832 (1.22 MP)**## Key features- **Shared conditioning + guides** — both endpoints and their strengths are set once, reused by all four previews- **KJNodes Set/Get wiring** — clean routing; rename a Set and every Get follows- **No prompt enhancer** — prompt feed is direct- **Frame-aware preprocessing** — both start and end images resize to the hunt resolution before encoding- **Two-level guide strength** — stage 1 uses 0.7 (soft anchoring), stage 2 uses 1.0 (sharp re-inject on the upscaled latent)## What you need- LTX-2.5 distilled checkpoint <code>ltx-2.5-22b-distilled-transformer-bf16.safetensors</code>)- Video VAE <code>ltx-2.5-video-vae-bf16.safetensors</code>)- Audio VAE <code>ltx-2.5-audio-vae-bf16.safetensors</code>)- Spatial upscaler <code>ltx-2.3-spatial-upscaler-x2-1.1.safetensors</code>)- Text encoder CLIP <code>gemma4-12b-with-proj-ltx-2.5-bf16.safetensors</code>)- ComfyUI node pack: **comfyui-kjnodes** (for Set/Get nodes)## Tips- **Start and end frames should share aspect ratio** — the first frame's resize defines the empty latent dimensions- **Keep duration at 5s or less** — FLF2V works best as a constrained reframe; longer clips invite the model to invent content in the middle- **Add <code>No dialogue</code> to your prompt if there are faces** — LTX-2.5's audio branch animates lips when mouths are in frame, which breaks the anchor frames- **Try 6–8 seeds** if the transition feels off in all four previews (e.g., pulls back too early)- If all previews show the same failure, tweak the prompt <code>add "the transition happens immediately"</code>, <code>add "the camera holds the close shot for the first second"</code>) and hunt againBest for: smooth reframes between two fixed keyframes, where prompt and timing matter and the detail pass can use a stage-2 refine.

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