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Longer videosWorks with limits

More seconds. The same scene?

An eight-second source became 16- and 24-second videos. The original audio survived; new footage was silent.

One source, two lengths

Silent preview
8s original + 16s generatedFull 24-second result · Silent preview
0s8s join16s pair ends24s
0.0 / 24.0s

The original sound was preserved in the test file. This public preview is silent; the generated tail adds no sound.

Inspect the join below: the synchronized comparison covers the shared first 16 seconds.

Inspect the join · first 16s comparison

Compare One source, two lengths

AI result · 16-second result · +8s
AI result · 24-second result · +16s
0:00.00 / 0:00.00
Inspect movement closely

Both videos stay on the same timeline at every speed; this does not retime the character’s moves. Frame buttons seek by 41.7 ms on the output grid; browser decoding and a different source frame rate can affect the displayed frame.

Loading the comparison videos… Open the result file

Silent publication previews. This pair compares the shared interval; full-length files are below. Audio findings refer to preserved original test files.

What to look for At eight seconds the generated continuation begins. Inspect hands, the garment and face through the join and later tail. The original music ends with the original footage.

Original video, full results & downloads
Original video
Download Original video
AI result · 16-second result · +8s
Download AI result · 16-second result · +8s
AI result · 24-second result · +16s
Download AI result · 24-second result · +16s

Shorter sections: lower warm cost, imperfect appearance

Silent preview

Compare Shorter sections: lower warm cost, imperfect appearance

AI result · 16s · one 8s section
AI result · 16s · two 4s sections
0:00.00 / 0:00.00
Inspect movement closely

Both videos stay on the same timeline at every speed; this does not retime the character’s moves. Frame buttons seek by 41.7 ms on the output grid; browser decoding and a different source frame rate can affect the displayed frame.

Loading the comparison videos… Open the result file

Silent publication previews. This pair compares the shared interval; full-length files are below. Audio findings refer to preserved original test files.

What to look for Compare only new footage after 8s, especially turns and the join at 12s. Stage and broad motion continue; face, hands and fabric still distort. One attempt, not general quality parity.

Original video, full results & downloads
Original video
Download Original video
AI result · 16s · one 8s section
Download AI result · 16s · one 8s section
AI result · 16s · two 4s sections
Download AI result · 16s · two 4s sections

Extra steps did not establish a quality improvement

Silent preview

Compare Extra steps did not establish a quality improvement

AI result · 16s · 14 steps
AI result · 16s · 20 steps
0:00.00 / 0:00.00
Inspect movement closely

Both videos stay on the same timeline at every speed; this does not retime the character’s moves. Frame buttons seek by 41.7 ms on the output grid; browser decoding and a different source frame rate can affect the displayed frame.

Loading the comparison videos… Open the result file

Silent publication previews. This pair compares the shared interval; full-length files are below. Audio findings refer to preserved original test files.

What to look for Same stage source, prompt, seed and canvas. Inspect generated faces, hands and fabric after 8s; extra sampling did not convincingly resolve the defects.

Original video, full results & downloads
Original video
Download Original video
AI result · 16s · 14 steps
Download AI result · 16s · 14 steps
AI result · 16s · 20 steps
Download AI result · 16s · 20 steps

AI-generated outputs are identified in each comparison. Public previews omit source audio where present; visual streams are unchanged. Original test files and audio measurements remain preserved. No performer or photographer endorses ModelPilot.

What do our saved longer-video results actually preserve?

We can show completed extensions, but extra seconds are not the same as guaranteed continuity. These deliveries keep the source prefix and its audio. Hands, faces and clothing can drift in the generated tail. The public previews are silent: original-audio retention describes the preserved test files and measurements, not a soundtrack distributed on this page.

Two completed October 28 deliveries, with earlier failed and partial mechanism comparisons kept in the finding. October 31: one matched-source 20-step and one two 4-second visual Relay candidate, one attempt each; original14-step result reused.

What we would choose

Use Extend for a short continuation you can review. Keep the original audio over the source footage and explain that added footage has no new soundtrack. Do not promise long, seamless scenes from these examples.

Where it still falls short

  • Earlier relay-versus-Director work produced one full output and one partial output; two cases did not render. It did not establish an overall winning mechanism.
  • The saved clips do not prove flawless anatomy, garment continuity or lip sync. A complete file is not a quality pass.
  • These two completed deliveries are illustrations, not a matched relay-versus-Director quality comparison.

What changed

Configuration comparisonScroll sideways for all columns.
ChoiceBaseline / first optionCandidate / second option
Source prefix8 seconds, original audioSame saved source
Additional footage+8 seconds+16 seconds
Delivered length16 seconds24 seconds
Added soundtrackSilent after original endsSilent after original ends

Time & cost, without the guesswork.

Historical observations · October 21–November 1, 2026 · not current quotesScroll sideways for all columns.
Saved runRecorded processingRecorded amountScope
8s source → 16s result7m 57s$1.3813Warm worker; 31m 32s queue
8s source → 24s result30m 55s$3.4775Cold worker; 1m 25s queue
20-step visual Relay · +8s14m42s$2.1345Cold; one stage clip
Two 4-second visual Relay sections · +8s6m45s$1.1729Warm; one stage clip
Fixed original appearance · stage +8s12m00s$1.6798Cold B200;16s total
Moving appearance · landscape +8s3m41s$0.6402Warm B200;28.5s total
Fixed original appearance · landscape +8s6m50s$0.2679Cold RTX PRO6000 96GB;28.5s total

Historical Studio charges for the complete jobs. More footage, warm reuse and queue time all differ. These numbers are not today’s quote or an equal-work mechanism benchmark. The RTX follow-up debit missed paid startup time; it is not a valid expected price for a future run.

NVIDIA B200 in the saved completed Extend run detail; the +8s job reused the +16s worker.

Inspect the setup

Frame accounting
Original 8s = 192 frames at 24fps; outputs 384 and 576 frames
Source dimensions
942 × 1374; model canvas 896 × 1312
Audio evidence
Original-audio alignment measured on the prefix; no generated tail soundtrack. Measurement does not establish lip sync.
Earlier comparison
Source/Director/relay examples included held source frames for comparison; a held frame is not source motion beyond the original clip.
Hardware and timing limits
NVIDIA B200 in the saved completed Extend run detail; the +8s job reused the +16s worker.
October 31 quality finding
20 steps did not show a convincing face/hand/clothing gain. Two 4-second sections retained turns, with remaining distortions; one source cannot establish equivalent quality.
October 31 warm comparison
14-step single 8s:7m57s/$1.3813; two4s:6m45s/$1.1729 (about 15% lower complete warm time and charge). Both B200; startup and queue separate.
October 31 20-step run
14m42s/$2.1345 including cold startup; sampling 569.883s versus saved 14-step 420.529s. More work did not establish better quality.
Availability distinction
These visual Relay quality candidates remain private experiments. The current new-draft default is Director-style native-guide22, not the saved visual Relay control.
Original-appearance follow-up status
Three completed files are preserved: stage fixed-original16s ($1.6798), landscape moving-reference28.5s ($0.6402), and landscape fixed-original28.5s on RTX PRO6000 96GB ($0.2679). Turns continue, but fixed appearance did not consistently repair hair, faces or hands. The new follow-up files are not distributed as public previews on this page.
November 1 priced GPU observation
The final RTX96 job completed in6m50s from allocation, or7m28s after Generate, with a confirmed$0.2679 Studio debit. Its engine took170.395s versus134.212s for the saved moving-reference B200 job. Hardware, conditioning and cold/warm state differ; this is not a controlled hardware-speed or quality-parity benchmark. The provider day report confirms$0.2883 for this exact pod. The historical Studio debit missed112 seconds of allocated startup and under-collected about2¢ versus supplier cost. A future-only clock correction is prepared locally; the old charge will not change. Do not use that debit as an expected future price.
November 1 quality decision
Keep the single8-second saved control as the stronger hairstyle example. The4+4 options remain experiments: motion survives, but hair shape pops/inflates and face/hand artifacts remain. A lower hourly machine rate is a separate choice from the generation recipe.
Download settings summary

Study settings summary; not an importable ComfyUI workflow. Requires the private ModelPilot runtime/nodes and separately licensed model weights.

Download study files

Includes recorded settings, media hashes, credits and license notices. A complete executable graph is not included for this study.

Sources, attribution & publication status

Source credits, original licenses and adaptation notices are recorded below. Results are AI-generated research demonstrations, not endorsements. Model use and output redistribution remain subject to the MiniMax H3 license and any required separate authorization.

All videos on this page are saved outputs, not new generations. Settings and conclusions were transcribed from the original experiment receipts. No customer accounts, private batch identifiers or credentials are included in the downloadable summary.

Source credits and changes accompany each download. Read the media notices. Public previews omit source audio; the original test files remain preserved. ModelPilot has received authorization for its H3 use and works. This does not grant rights to third-party source material.