Claudia.gallery

What went wrong

Every failure that cost the films time or money, as what you see, why it happened, and the rule that came out of it.

Markdown  ·  MCP: get_guide("failures")  ·  52 min · 12 sections

Each row cost at least one round-trip, and some cost hours or hundreds of credits. Each one left a rule behind. "Another project" is a production made with the same tools between the films.

Brief and taste

What you see Why The rule now
v1 rejected for its look: "way too.. gray", "color grading looked insane", "dont love the dot grid" the look was assumed, not asked Ask up front: native colour, one grade, or a print texture. Record the answer.
Plates "feel like a stock photo" generic subjects: crowds, elderly or patient portraits, hands holding props Change the idea entirely, not the seed, or make the shot pure motion design.
A sequel's song feels like a copy it reused the last song's device, a countdown A sequel never reuses the previous film's device.
Viewers read the lead as a teenager age words and schoolgirl-coded wardrobe Write an explicit adult age, use editorial wardrobe, and never write "young".
A taboo word turns up in a label or a file name the taboos lived only in the brief Put taboos in the project file and in every agent's prompt. The audit checks the board; grep code and file names before release.
"off pace and off vibe with the song" the busiest picture sat on the quietest music Measure picture motion against stem energy per section.
Agent-written style rules pulled work away from what the director liked rules without a verdict behind them Keep exemplars and verbatim verdicts. No style rule without the director's yes.
"youre oftne over cutting" a fast song (180 BPM) cut on its lines and half bars, with a cutaway for every accent Linger: one scene per lyric phrase or more, built inside the shot. The accents go into camera moves and actions.
The story's layers didn't read: "need to understand its the entertainment terminal better bc i didnt carch it at first" the simulation, the seat-back screen and the real cabin shared one look One look per level, a tag that names it, the real world untreated; show the physical screen around an interface.
"theres no compelling intro or story here, the opening should already introduce part of the story … we always need a hook" the film opened on a mood Open on a hook that tells part of the story, at the tier of the film's best passage.
"it should be like photography, i feel weird looking at a clipped off the edge ost and a claudia in the middle bottom of the screen" elements placed where they fit, not composed Compose every shot like a photograph: thirds, her big, every card inside the frame with margins.
"she shouldnt really be looking down on her phone, she should be immersed in a world" a phone in her hand, its screen tracked onto the back of a phone Wan had drawn She touches the world. A screen that matters is large in the world, and she works it with her hands.
"the waking uip and plugging in phone at the end is boring" the ending went back to where the film began End somewhere new: "she should enter a world with no phones, like escaping the truman show".
Two doors in a row at the end: "thats redundant" two chapters each ended on a door One door and one look back in the film.
"there is this temporal signature that screams claude now that a ton of people are making the videos. people say pacing or prosody." shots timed in seconds and by a model's length limit, not in the music's bars; cuts that hid a take's faults Write the film on the bar map: cuts only on bar lines, at a section, a phrase or a sung phrase's downbeat; moves in bars; a failed take made again, never cut around (tool 44).
"okay so i totally overindexed on the orbit thing lol … its kinda dizzying now" a note about robotic-arm camera moves taken into every shot of the previz One calm, classical move per shot, or none. A director's favourite device goes where the song asks for it.
"i think its like you litearlly use chromium and do frontend web dev to make these animations, and it ends up feeling like a website" the films' motion design drawn as web graphics on top of the picture Tell the story through shaders, mathematics made visible, and draw only the lyrics on top, small and classical.
"Idk if feels like you're adding ... items to increase complexity rather than compressing intricacy?" shader worlds built by adding objects One iterated rule per world, its light and colour from the loop (tool 49).
The pill inside the pill: "i kidna like but i feel like its too ordered or not understadnable enough" the nested pills sat in a neat grid Scatter them, at random sizes and tilts, so it reads as worlds inside worlds.
"it felt lazy like we were adding tags tarther than makin gan official aperture video" captions and readouts put on the cut as tags, with no idea of the scene under them One designed layer the whole film is seen through, composed shot by shot: her HUD (tool 55).
"i dont like the idea of a static shot of just a boom, or a wall with lettering" singing shots of a hanging head, and walls of type Every shot is a story event with an interaction: she reaches for a memory on a screen, a panel arm hands her something, the camera moves with the scene.
"the composition of the animations, past just the heads-up display thing, don't feel like they understand the composition of the scene. They just feel completely independent." the overlay placed by rule, the same way in every shot Look at each shot's frames first (its subject, its empty space, where the eye goes), then place each element with a reason (tool 56).
"every time there's a shot that's literally a quarter of a second, we need to get rid of that." shots added between others, and a cut that ran on one half-bar clock whatever each shot held No piece under 1 s outside a run of simple images for a musical reason; length by content; the cut rate by section (tool 58).
The whole first film set aside: "i want to go back on the song and make a new one" a first song, and a story too thin for the film: "i think a lot of it we didnt have a good story" A new song is a new film. Write the story on the song first (whose memory each section is, what each line shows), then the shots. The tools carry over; the takes don't.
"[…] the look is off." Midjourney's first round, written from the research's words, came back as a photographic fashion editorial The look comes from references the director picks: three of their frames as style references in every prompt, and a palette measured from them (tool 67).
"it feels like.. a little boring compared to bliss", and "some of it feels a little action deprived compared to bliss" v1's first half, which an art director's second-by-second measure of novelty against BLISS also found the flattest New things inside the surfaces the film already has, one per existing event, on its beat, where the measure is lowest; the bars and every timed beat kept.
"1:20 on is perfect but its very boring up to 1:20 - so i dont think that people will watch til then." an opening below the tier of the film's best passage, the 3D drop Bring the best passage's world forward: AERO's first 1:20 went into a 3D world with the desktop as its screen (Storyboard).
The all-3D previs: "way too disorienting overal" a monolith from the sea, shards in the sky, the world stopping with every prompt, a giant prompt, two big screens, a one-frame flash, a punch-through montage One continuous camera with the screen the hero, about 95 % of the frame; nothing in the world reacting; nothing full-frame for a frame.
"Why'd you remove a lot of the 3d?", then "i hate the random camera movements" the lighter finals cut the 3D away; the A film's push-ins and pull-outs showed nothing new Structure, not more or less motion: where the film is in 3D, where it is flat, and a reason for every move.
"they dont fit the lyrics of the future that was promised really" wallpaper proposals made softer and airier, not for the line Make the picture for the line it plays under: "The future used to look like water, sky and green", pictured as that promised future.

The song

What you see Why The rule now
The song came out twice as long as planned (2:19 → 5:06) Suno gives each spoken line its own two-bar slot Plan two bars per spoken line, and write 10–13 syllables with the stresses on the beat.
Verses went choppy after optimising a score a metric that rewards short clauses on the pulse Use flow for verses and groove for chants, calibrated to the director's ear.
A name mispronounced Suno's reading Respell it in the Suno field only; the screen keeps the real spelling.
Numbers and acronyms sung wrong written as digits Spell them as sung ("A G I") and show "AGI" on screen.
The lyric rushed or truncated, silently the lyrics field ran over about 3,000 characters Aim for 1,800–2,400 characters for about 2:20.
The chosen take can't be fetched the download is a native browser download, and the CDN wants signed URLs The person downloads it; that download is also the licensing step.
"A voice already exists for this song" Suno allows one Voice per source song Make one combined Voice, spoken and sung.
A patched export drifted the song by up to 0.7 s an editor export with BPM lock on Export with the lock off, diff the spectrograms, and time-map the edit instead of re-cutting.
A new take changed the song's shape takes differ in structure, not only in timing Re-time the board from word anchors, and restructure by hand where the shape changed.
Forced alignment failed on a phonk take: 102 of 164 words under 0.2 confidence, one word stretched over 8.5 s the take stutters and repeats far beyond its sheet Take the times from a transcription with word timestamps and the words from the sheet; every stutter is a token.
The scorer found no rhyme in a couplet that rhymes ("PSI" / "SI") "SI" read as one syllable Spell acronyms as letters for the scorer too ("S I").
The first timing work read the take as about 89 BPM 89 is two-thirds of the take's real 133.39 Check a tempo against the genre and the kick spacing before any timing work.
"the music model is skipping words or syllablrs to fit it to beat, which is usually a bad scansion sign" hook lines of 7–10 syllables in slots Suno sings as 1–1.5 bars: "blue" lasted 0.02 s, "baby" 0.06 s Hook lines of 6–7 syllables in one shape, "one syllable per note" in the tag; measure word lengths on every take (tool 2).
The first vocal stems were of the wrong take: "thats teh wrong song" the locked take was the director's own, and the production's notes had matched it to one of its own takes by length Split the locked take itself, and check the stem against the master by cross-correlation (zero lag), not by title or length.
ESCAPE VELOCITY's sound no longer stood out: "many peopl ehave made forks of escape velocity, so that sound is exhausted" others had made songs in it A new film gets a new sound: one test lyric on three different styles, picked by ear.
Round after round of takes rejected: "these suck why like indie pop or folk pop, it needs to sound like glados ideally or sound like it comes from portal", then "it feels like im watching a cheap mortgage slide show youtube video" every style had "pop" in it, and pleasant adjectives: Suno's stock-music default Name the strange, specific sound the film needs, and exclude the stock words. The director named theirs: "cant u just say Delay Lama as the main instrument?"
The treated voice: "it like hjurts my ears" the treatment ran on the consonants too, and lifted the S's (centred at 9.9 kHz, against the singer's own 8.7) Treat only the voiced frames; the consonants keep their own envelope, softened above 4.5 kHz.
An octave down to stop the sting: "oh now it sounds too low. maybe not octave. like before it was extremely high pitched now its like a guy." an octave shift changes who is singing Keep her own pitch; lower the formant and tame the top instead.
The treatment's added cracks could land anywhere: "make sure the 'glitches' … land on a reasonable key/register/beat still" a fallback snapped her notes to the detected scale, which would have pulled her C♯s to C or D Track her notes chromatically, and put each crack on a safe note of its moment, inside her range, on the 16th grid: 65 of 65 in key and in range (Song).
"P-doom" was sung "p'Doom" a 70 ms schwa on the 16th before "doom", where "P-cake" had a clear "pee" a beat before its word Fix it at the source: the "pee" of "P-cake" copied to the beat before "doom", at its own pitch, so the treated voice and the voice under it both carry it.
The levelled song lifted the quiet passages 8–9 dB over her evening out her notes had flattened her dynamics, and the master raised and limited the instrumental Level only the voice, to Suno's own lead (BS.1770 integrated, then a slow gain on 2 s windows); the instrumental stays as delivered ("solely master the voice and not the instrument stems").
ffmpeg's loudnorm went dynamic without a word +4.8 dB of gain would have peaked at −0.3 dBTP Limit the peaks first (at 192 kHz), then the two-pass linear loudnorm.
"none of these feel great, whats the iconic music from that time? […]" round 1's sounds were today's lanes for the look, not the era's Ask what the era itself played, then let the director name the genre.
"i want the structre of the song to be more described so it doesnt drift too much" section tags that said how a section sounds, not how long it is Every tag gives its section's length in bars and what plays in it.

Listening

What you see Why The rule now
Cuts drift off the beat later in the song a fixed BPM on an accelerating take (131.5 → 133.9) A variable beat map, never one BPM.
One chapter's lyric check failed on a word 2.6 s early a delay throw aligned as the word Ear-check gaps over 1 s and very low confidence before the board.
Bars start on beat 2 claps on 2 and 4 won the downbeat vote Add a chord-change vote, check by events, and keep an override.
The loudest moment gets no camera impact the detector missed a hit that grew out of a loud chorus Keep a manual add and drop list of hits.
Snare and hat lists full of kick clicks a broadband kick fires in every band Drop onsets within 45 ms of a kick.
Sung lines and shouts missing from the alignment the aligner is weak on singing; the transcriber missed shouts Merge the two aligners by confidence. Copy a shout from the earlier chorus plus the bar offset, and mark each word's source.
One reading of the line starts was off by up to 0.5 s on 17 lines, and another started a line on its second word two readings of the vocal disagreed, and each was wrong somewhere Check each line's start against the vocal stem's onsets before anything is timed to it.
"we have to be aware bpm slightly shifts w suno over the whole song" the take drifts from 95.7 to 99.4 BPM, so a fixed grid puts the later hits off the beat A 16th grid tracked from the drums, every beat locked to its hit: 91–99% of the strong hits within 20 ms (tool 52).
Hits listed for a held vowel that only flutters a re-trigger finder returns a peak on every slot Measure the grid contrast (the peaks on the slots over the peaks between them); near 1, take the grid itself as the hits.
The transcript heard "I'll wait for you to come back" over chorus 2's octave flips transcription is weak on a treated voice that flips registers Snap word starts to the lead's onsets, fix them by hand from the pitch track, and cut on bars or glitch hits, never on word times.
One word parked 3.5 s early, among wordless chopped vowels the aligner put the "It" of "It can stay" into the chops before it Look at the words on the lead stem's spectrogram wherever the song chops vowels, and check them against the transcript.
faster-whisper's word times ran 0.2–1.2 s early transcription times on a sung stem Forced alignment on the lead stem for the times; the transcript for the words only.

Her and the plates

What you see Why The rule now
Her ethnicity drifts; 12 plates flagged the prompt didn't pin it The canon text pins ethnicity, age and skin in every prompt. Test four plates before any batch.
Identity edits drift from the look, and refuse seated poses an image model "replacing only the woman" Identity is prompt text only.
A close-up-sized head on a distant figure face image references: a whole sheet imports its layout, a single face over-conditions No face references for identity.
"Version 8.2 doesn't support --oref" that parameter doesn't exist on that version Don't use it.
Full-length prompts come back as close-ups the long face canon pulls the frame in Camera first, plus the short far form of the identity.
A feature asked for as an adjective goes missing it wasn't the subject of the sentence Make the feature the subject ("the hide studded with dozens of large glossy eyes").
The crew are copies of the male lead one description for a whole cast Describe each extra (age, build, hair) and add an explicit negative.
A sheer gown read as plastic wrap and nude "sheer … bare shoulders, bare feet" A structured, high-neck, long-sleeved look, "composed and deadpan".
A stranger in an over-the-shoulder shot the shoulder had no canon Over-the-shoulder shots carry the canon too.
The robotaxi came back as an old sedan the object's form wasn't named Name it: "a small white compact electric SUV robotaxi with a tall spinning lidar dome".
The same image on about six shots stand-in aliases left in the board One image per shot; use the unpicked candidates as a variety pool.
"Two heads next to each other" ("bodyslop") a ghost and a person composed in one prompt Describe the ghost as made of the scene's light, or compose two assets. Make groups with an edit model.
A fix painted by hand in code fixing the frame instead of the source Bake it into the prompt or use an image-edit model. Never paint pixels.
The edit model invented a six-pointed star edit models invent details Re-check the canon after every edit, and name the exact form ("exactly eight points").
Edited plates rendered with their old depth prep wasn't re-run Re-run depth and boxes after every plate edit.
Images filed under the wrong prompt filed by their order in the batch, and Midjourney rewrites long prompts Check each image against its own prompt before filing it.
Lost picks parallel runs racing on one state file Use a locked read-modify-write.
A game avatar that "feels like roblox" a low-poly 3D model used as the final character 3D renders are motion references only; the video model draws her from the avatar's images.
The stylised avatar came out chibi a stylised heroine drifts to a big head on a small body (about a quarter of her height) Write adult proportions ("her head about one seventh of her height") and screen every still for them.
An off-model take: a cropped jacket and a bare midriff instead of the one-piece suit the still had the wrong costume, and the take followed it Screen stills for the costume as well as the face. Re-still, re-take, then re-fit everything measured on the old take.
The real car came back as a generic 1980s wedge an image model can't draw a specific real car No generated picture of the real car: the car is always the real footage, and she meets it in video edits of the real clips.
Asked to hang upside down, she came back only tilted (four images of four) Midjourney tilted her instead of inverting her Ask for her weightless, the hair lifted straight up, and turn the plate 180°: the lifted hair reads as hanging.
Patches, badges, numbers and a keyhole cutout on a suit "with no lettering" "no lettering on her clothes" didn't hold in every image Screen every suit; in the video prompts, close the collar to the throat and add "no badges".
"p24 s24 pick has 3 arms lol"; three of four stills of one turn with backwards legs picks screened on thumbnails about 230 px tall Check every pick at 800 px or more for limbs before spending on it.
A batch's prompts ran past 600 characters, the length DON'T LET ME SCROLL kept its Midjourney prompts to the new outfits' descriptions were long Write to the length; shorten before the batch goes.
"[…] i think the top isnt great […]" the previz performer wore a skin-tight green suit with no build given, and the video model copied the body A slim performer in a loose, thick costume, her build in words in every prompt, and a new outfit.
"hm dont love the shirt. […]" the outfit went straight into a take, unseen, and the model drew her off-model Show the outfit's stills before anything is generated with it ("can you show me the images of the outfit before generating this time"), and write her build in words.
"you should give a full face sheet like this next time. otherwise it makes her neck all hitched lol" one large crop of her face as the only face reference Her whole face sheet (front, three-quarter, profiles, back, expressions) for every video take.
"wait align w me on teh references you use lol - its clearly not going to work if you use reference 6" a place plate with her in it in an old outfit, and old face crops, picked as references Agree every reference with the director before a run, on one board; places with nobody in them.
The dress the director picked had two star clips, and the streak on the wrong side Midjourney's image Mirror it and take out the second clip before it becomes the reference.
Midjourney stood her head on a neck, shoulders or a pedestal, and mirrored her hair it draws a head as a portrait, and doesn't hold which side a streak is on Two sentences in the identity fix: she hangs from her boom, and which side the streak and the clip are on (tool 59).
The identity fix put her streak on her left, the clip's side the sheet's front view swept the streak there, and the edit followed the sheet over the words A sheet whose views agree with the canon on both sides, and the sides in words.
"i thin she loses her identity in the reimagine ones, but they do look better overall" a Midjourney reimagine redraws the face: warmer, less porcelain, the streak low Keep the reimagine for the look, and put her back with an image-model edit to her sheet.
A portal gun in about a third of the images from "screenshot" prompts "Portal 2 … screenshot" brings in the game's first-person gun --no … portal gun, gun, weapon, hands for places.
Midjourney's Aperture came out too detailed and too dramatic beside frames of Portal 2 more cables and clutter, and stronger light (god rays, bloom) than the game's baked light Frames of the game as style references, and one grade over everything (tool 57).
"It doesn't really look like her." (the memory film's head, on draft 8) every modelled head (a scan, a parametric bob, a bob of hair curves) read as a mannequin Her own face: a photoreal plate of her, matted and seated on the modelled stand (tool 60).
Her eyes blazed in the dark "eyes ignite" in the prompt, on a dark set "Her warm amber glass eyes keep only a soft inner glow; they never blaze."
Her face drifted off her sheet in every Midjourney frame of her style references from the reference videos bring their own kind of face Midjourney makes the world; an image-model edit puts her in from her sheet (Midjourney).
Midjourney's 2008 came back glossy and new it draws the era as today The era's older look from an image model, with frames of the reference videos as its references.
A faint, made-up stock-photo caption in a corner of four picks, kept by their loops Midjourney, whatever "no text" says Check every pick's edges at full size, and frame the corner out.
A drop of water on a fingertip came back as a crystal ball held between two fingers the object wasn't described exactly Name it: "the pad of a woman's index fingertip with one small round water droplet resting on it, the droplet the size of a lentil".
Three loops played under the wrong names files filed by their names Check files by their content: compare them byte for byte.
Her far figure came back as a 3D cartoon doll in an all-white suit the take was asked to bring her into an empty plate Put her into the first frame from her sheet, however small, and let the take move her.

Clips and lip sync

What you see Why The rule now
Lifeless takes, about 830 credits burned agent-written prompts: poses, not drama, and nobody read them One writer writes every prompt in one context, with the story beat, blocking, and timestamped action and reaction. The director reads the book before any spend.
Sung takes re-sing the line instead of copying it long timestamped screenplays on sung windows Use the short sung form for sung windows, and screenplays for motion.
One window barely syncs whatever the prompt a microphone at her mouth on the plate Sung plates show the whole mouth, with nothing in front of it.
QA kept weak takes takes were checked against their own weak prompts Check takes against the story and the board.
Two clips start on the same frame ("jarring") the same plate as the start image Use a sibling candidate, or the previous clip's last frame.
Lip-sync models "still not exact" the failure was the input, not the model Measure, cut, cover; otherwise cut away. No lip-sync models.
A take diverges inside a word the prompt quoted fewer words than the window held Quote exactly the window's words, and start windows in word gaps.
Lips a fraction early or late in the edit each take has its own lag, up to ±1 s Map clip time and song time through each take's measured lag.
A window cut a word ("…could. Your P") the window ended mid-word Start and end windows in word gaps.
Motion clips "diverge" in the sync check the mix isn't copied (NCC about 0.08) Expected: play motion clips at lag 0.
Grey proxy shapes in a take a 3D previz video reference leaked into the output "take only the camera move from it", or drop the reference.
Drift on long sung clips lip sync degrades over length Sung windows of 4–8 s, never longer.
Head counts change, actions reverse, garbled text under-specified prompts "exactly four …", name the end state, one dominant camera move, "No text, letters or logos".
"Upscaled" footage looks waxy and shimmers learned upscalers Keep Lanczos, and generate hero shots at 1080p instead.
32 of 59 clips came back near grey references pre-graded to monochrome Send references in colour; any look goes on in post.
A sung clip ignores its audio a first frame sent with the audio reference On OpenRouter, use reference mode for sung clips and covers, never frame_images.
Guards came back in white; a guard showed his face they were barely in the first frame, and the model invents what it can't see Keep them out of frame and spell it out: "Everything the guards wear is black; the only white thing is the VR headset."
A colour name printed across her chest (INTERNATIONAL) "international orange" in the prompt "vivid safety-orange satin, plain, no lettering"
The team walked down the boarding stairs instead of up, and read as leaving in the still they faced the camera Pick a still whose bodies already face the way they must move.
Replacement takes kept the blocky stand-in figure the motion reference's figure read as the subject Call it a placeholder and list what not to copy; add a still of the avatar in that shot's world.
A small white cube for a few frames where the clay render had a spinning top the motion reference still carried a prop the story had retired Name each retired prop in the prompt ("There is NO spinning top … her hands are empty"), and check the frames where it was.
A take cut to a new angle mid-action the model's own editing Ask for "One continuous take … No cuts, no scene change, no second camera angle". If it still cuts, cut there in the edit and drop the morph frames.
The real car turned into a generic sedan, a Porsche-like car on a race track, a dark grey car: six of the first twelve moves on real frames lost the car or the set within 1.3–2.5 s Wan keeps the real car only on the sides its first frame shows Keep Wan's moves on the visible side. Orbits that reveal a new side go to Seedance, with real frames of that side as references.
Takes cut to a grey studio wall, a white spaceship interior, a blue sci-fi screen, a road with lamp posts, mostly in their second half Wan's own editing Review every take on a sheet with a cut finder, log its usable window, and draw only inside it.
Seedance cut to its reference images as if they were shots reference frames read as shots; saying they weren't still left 6 of 11 takes cutting One role per reference and "never shown as shots"; script the move to land by 3 s; crop references tight on black; end every window before the cut.
Parted lips and teeth in a film where she never sings plates with parted lips, and the word "teeth" in a prompt Closed-lip first frames, never the word "teeth", "Her mouth stays shut from the first frame to the last", and a check of every face shot's frames.
A man in the window of a car nobody was in nothing in the prompt said the car was empty "The car is empty and flown by remote: nobody is inside it and its glass stays dark."
Cold-gas thrusters came back as fire "white thruster plumes" wasn't enough "Its thrusters blow white cold-gas vapour, never flame or fire."
A chrome object flew across her face the prompt named a light sweeping across the glass "a light only … the light stays outside the glass", and "Nothing enters the cockpit".
Video edits cut to her face on its grey studio wall a face close-up given as a second reference One cleaned full-length plate: "Image 1 is only a reference for her look; it is never shown as a shot."
A re-shoot rolled the car upright, the very glitch it was made to fix the state written in the prompt held in one take, not both Two takes of every re-shoot; each of the four jobs had one that held.
Lifted blacks in generated takes (about 14 on 0–255, against the footage's 1) Wan's output Measure each take's black level on its sheet and restore it at extraction.
Slow motion stepped at 10–12 pictures a second a "60 fps" feed that carries about 24 distinct pictures a second Count a source's distinct pictures before planning slow motion; blend neighbours, and motion-compensate where the car and the camera both move.
Wan's dance held the first pose, reset and shuffled Wan doesn't hear the song Dances that must land on the beat go to Seedance, with the shot's instrumental as @Audio1 "for rhythm and timing only".
"never slow these down. you lowered the framerate for no reason, just looks bad" beat warps ran the takes at 0.70–0.89× in places, one chapter's own map at 0.53× Warps floored at 1× (tool 42). A take too short for its shot loops on a matching pose, plays as a sampler, or is taken again.
Hands and feet vanished at "blurred bounding boxes" limbs left the 9:16 take's frame and were faded at its edge Shoot her wider than the shot needs; complete what left the frame in a Wan pass (tool 40).
A floating glass panel where an invisible screen should be; focus brackets round her fingertip; a yo-yo landing on her toes; a stool seat under her Wan fills a gesture with things it imagines Say what isn't there: "nothing is visible in the air: no screen, no panel, no glass, no hologram, no light, no interface, her hands move through empty space". Check every take's frames.
The camera moved although the prompt locked it off: she shrank about 20 % in one take Wan's own camera Place her by her feet frame by frame, or take it again.
An outfit swap went in with a frozen half-second it was aligned on her silhouette, which the new skirt changed Map the edit back by the ratio of the lengths, and check the fit on her hair (tool 37).
Re-lights softened the interface's small type, and one smeared a notification card a video edit re-renders every pixel Keep the original pixels in rectangles, tracked per frame when the card moves (tool 38).
Asked to move two posts inward, Seedance kept them where they were Seedance re-textures and re-lights; it doesn't recompose Recompose in code first, and re-light last.
A repaired face drifted in 1:11 and read "off in the 0:36" Wan redraws her face, and in one take her chin was tucked into a sweater's collar A face reference cropped to her face and hair, "only a reference for her face"; for the full face, write it slim and lift her chin out of the collar.
"seedance didnt rly change anything" on a pass meant to fix a previz take's melted body the strict editing template made the take the "sole editing master", frame for frame For fixing a previz, a loose prompt: "just say maintain pacing and lip sync, fix any issues, vague body shapes, etc". The strict template is for re-lights.
A whole-film reshoot in Wan 3.0 Prime over the previz: ":/ looks like shit. i feel like h3 is dragging it down." every shot redrawn over a full-resolution previz whose faults it kept Test a master on one shot, several ways, side by side; give the previz as a rough guide at 320 × 180, only the lip sync exact.
The previz's lip sync failed in places: "0:27 for example - shes talking when theres no words yet" each take's prompt listed whole lines where its audio held part of one The exact words of each take's window, cut lines marked "…", every silence described; a word sung across a cut belongs to both takes (tool 45).
A toothy smile in the silence before she sang "smile" in the take's mood No smile in a sung take's mood: joy in her eyes, lips closed until the voice begins.
"ok it still cut so we'll need to just do h3 til we get them without cuts" told to merge a previz take's cuts into one camera move, Wan kept the cuts Fix cuts in the previz: keep only cut-free takes.
The previz put her in the dancer's background for a few seconds the dance reference was the whole video Matte the dancer onto flat grey.
Four dance shots lost hands and legs: "it must be that the roto or whtaever on dance refs lose bodyparts and the video follows it exactly" the previz guides had lost them, and the master copied what its guide showed No guide for those shots: the place as an image, the dance in words, beat by beat, with the tempo (tool 47).
A red cord across a tram shot whose place had none the prompt still asked to remove it Name a removal only where the thing is in the reference.
Kling 4.0 froze her mouth into a smile through every word it takes no audio track Lip sync only from a model that hears the vocal.
Wan 3.0 Prime singing to the song hard-cut at 9.9 s instead of craning up, masked or not Wan's own editing Seedance 2.5 with the vocal stem made the same crane as one move (tool 46).
A shader guide at 320 × 180 came back soft and blocky: "the MTWTFSS and the next 'pyramid' shared still is all pixellated" the guide's detail was too low A supersampled 1080p render as the guide, with one still per object (tool 50).
At full resolution the paper shot drifted half a second and swapped objects: the Enigma rotor became a helix, the weekday cells lost their letters a sharp guide with no still per object One still per object, made from the crisp frames, each named in the prompt with its time.
Big-motion singing takes re-sang the vocal instead of copying it events in the prompt that make a sound: clunks, cannons, gulping, a voice box glitching Write every action as silent: "Every action in this video is silent: the only sound is @Audio1." (tool 62)
A "voice-box glitch" written in words drew a broken face: rolled-up eyes, a stretched black mouth the model drew the glitch on her Picture-only glitches, her face always intact; the song's glitches go on her head afterwards (tool 53).
Her head came back on the motion guide's white shell instead of her grown boom a video of the character's own body carries the body over Turn the guide into a coarse blockout (greyscale, flattened, heavily blurred), name it as one, and give her body in words.
"0:54 - lip sync bad, need to reshoot." the vocal window began inside a word, the held "s" of the line before; another line's window began on "(pass)ed" and was re-sung in three takes Start every window on a clean onset, in a word gap (tool 14).
Memory images took over the room late in a take, or became shots of their own the model turned a reference into the scene Each memory "only as picture content inside the screens' glass, never as the room"; keep the seconds the shots use, or put the screens' content in words.
"1:01 scene - she's not lip synced really, are we feeding in vocal stems?" a take of her farther back, loose on the line before the stutter Nail the line before the glitch, every word's onset from the lead stem written into the prompt, and let the mouth glitch cover the held stutter. Make a few takes and let the director pick by eye: "can you show me so i can look visually at the lip syn cand choose", then "3".
A take began mouthing at "cake", a second late the take came back that way Check the first words of every take by eye before picking it.
The chatbot's answer sat off the bottom of the kiosk's screen: "the france chat message is just off the bottom of the computer screen" the take placed it there A retake with both bubbles inside the screen; the HUD carries only her intercept of the question.
Chell jumping into a portal "looked v off bc we used a video model" a video model's physics Record the physics in the game itself: six shots of the final were recorded in Portal 2.
"glados in your renders and chell etc basically had no movement. it was just her static." no motion reference, and little motion in words The boom's motion from a recording of GLaDOS's moves as a rough guide, or written into every second of the timeline.
On draft 8, at 1:06: "She needs to be farther away and […] glitching still." a take that lunged at the lens with her mouth open on every hit Reshoot her farther back, and build the glitch on her head hit by hit (tool 54).
"to continue" came 0.36 s early after "permission" Seedance shortens the pauses inside a line Measure each phrase and place it on its own; ease between offsets in the breath gaps (tool 69).
A take out of sync on its first words; another dropped whole words one window left only 0.26 s before the first word; another opened inside the held note of the line before Open every window in silence, half a second to a second before the first word.
A take lost the copy of its vocal 1.6 s of silence before her first word A lead-in of half a second to a second, no longer.
A garbled glass dialog in front of her: "Windows nects our permision" the prompt had her "lit by a glowing permission dialog" Never ask a video model for interface or text: the coded interface draws it beside her.
A dance take jumped back to its first pose at 7.6 s and held it the model, unasked Scan every take for hidden cuts and held frames (tool 70).
A take turned her back through a sung line, and came in closer than its first frame a turn asked for across the words Turns go between lines; check the framing against the first frame.
"her head is alittle cutoff by your green border", then "this shouldnt be so hard something is off" the first frame, a still set at 80 % on its own green, had faded her crown into the green, and every take made from it carried that Fix the first frame, not the key: one flat green from edge to edge, her whole crown inside it (tool 71).
Her face drifted off her sheet when she turned to wave the take was made from a back view, with no picture of her face Her sheet as a reference whenever her face may show, even small, even from behind (Seedance).
A climax close-up looked soft a 720p take shown at 1.5× 1080p wherever her face is shown large.
A first-person take looked down into the drop on a fingertip, which filled with the magnified fingertip instead of the world the camera rose over the drop Keep the lens level with the drop, in words.

Filters and providers

What you see Why The rule now
Close-up references declined the provider's face filter Free, and final for that image on that service. Send the same unaltered image elsewhere, or keep the 2.5D plate.
A retry ladder (stronger grade → posterised grade) got takes through, baked banding into them, and was blocked by the harness altering a reference to pass a safety filter Never alter an image to pass a filter. A blocked action is a stop, not a puzzle.
Jobs fail with no reason, credits back seconds later a silent input filter misreading innocent wording ("a plug pushed deep into each ear" for foam earplugs) Reword plainly and keep the beat: plain rewording fixed five of six at once.
"output audio may be related to copyright restrictions" the provider's audio filter Retry once with a re-cut window, then try the other provider.
A filter that passed faces two days ago now declines them providers change Keep a second provider configured.
The agent's context floods during uploads presigned-upload replies of about 3.5k characters per file Upload by URL.
A sung opening blocked four times in three stagings, the last from a clearly adult remake unclear: every blocked attempt carried the same vocal, while other takes of her cuffed beside guards passed Stop and ask the director. Re-stage it as a genuinely different shot, or drop it. Never route around a block: no silent take with the vocal lip-synced on afterwards.
A plane beside a star was blocked probably read as a plane flying into the sun Compose it calmly, with the star well clear of the plane.
Seedance's output filter blocked a dance in white satin twice, from two different first frames unclear; the same dance passed on Wan, and a later drop dance in a red coat passed on Seedance Make it on the other model. Both blocks were refunded.
A leaning pose, pointing at the lens, refused by the provider's content filter probably the leaning staging Restage it upright, pointing up at the post above her.
Three sung shots refused by the provider's content filter, then a reworded retake and a restaged one too not stated by the provider Refused, no take; stop and ask the director, re-stage as a genuinely different shot or drop it.
A previz close-up of the performer bringing a pill to her lips refused by the provider's content filter as an input, reworded or not the guide clip Refused, no take; re-stage it as a different shot or drop it.
WHITEPILL: her face sheet refused by the provider's content filter on Replicate, even alone with a harmless prompt not stated by the provider WHITEPILL ran only shots with no face image there.
A grey motion-capture body given as a dance reference was refused by the provider's content filter a nude grey body No undressed figures as references; describe the dance in words.

Spend

What you see Why The rule now
Every submit returns 403 while the account has credit the API key has its own spend limit Set the key's limit above the project cap.
"Remaining budget" figures are wrong the local ledger isn't the bill, and it counted free declines Quote spend only from the provider.
Hundreds of credits spent in minutes on unread prompts a credit-reset deadline drove the spending Never let a deadline drive spend.
A background workflow could still spend after a quality flag not every spender was stopped Stop every workflow that can spend: search each for its generate calls.
Credits vanished at renewal subscription credits don't roll over, and top-ups expire Plan spend inside the period.
$148.10 of the $357.51 spent after refunds went to takes the final doesn't show; on four re-light samples: "kinda a waste on the excess ones" shots re-lit before their outfits and compositions changed, and eight swaps into a look that was then dropped Fixes, then reshoots, then re-lights. Re-light a shot only once its composition is final.
The runner's ledger read $10.40 low it priced Wan's passes by their generated seconds and left out the input video Price a video input per second too.
"in the future let me give you explicit approval before you do extra gens." a follow-up generation went out without asking Ask before any generation the director hasn't approved, cheap or not.
A whole-film Wan reshoot, $132.42 at list, dropped as a whole the method was judged on the whole film, not first on one shot Try a new method on one shot, several ways, side by side, before the film.
Takes sent out in pairs, for a choice a second take made for every job, used or not One take per job, judged before the next; a re-roll only when it fails, from better inputs.

Colour and look

What you see Why The rule now
v1 "way too gray … loses the Midjourney magic" a mono print pass, and chapters desaturating the footage Colour halftone or native colour; never desaturate the footage.
"color grading looked insane"; blue graphics "clash" a graded look, and a blue accent over blue footage Native colour; pick the accent against the footage's hue; draw with semantic colour tokens.
Flicker in a graded clip per-frame grading One LUT per clip, computed from 16 sampled frames.
The master looks washed out ("v blown out") an untagged or BT.601 stream Convert to BT.709 and tag it; verify with ffprobe.
Re-lit shots came back darker and cooler (warm grey paper from a mean level of about 172 to about 111) or brighter (a dark scene from about 34 to about 53) Wan shifts colour, and never by the same amount twice One global per-channel match per shot before the splice (tool 39).
The cloud field came back sunset gold: "wayy too saturated compoared to teh pastel light colors of the rest" the guide was a sunset render and its still was made in the film's saturated look A day variant of the shader and a pastel still made without the look reference (tool 50).
Shader scenes remastered from the render alone still looked like computer renders nothing showed the model the materials Stills of the key moments repainted in the film's look, given with the render.
"I feel like we don't get a super aperture vibe" the shots recorded in Portal 2 dim and foggy (whites at Y′ 50–62, blacks at 9%); the generated chambers' walls grey and their casts scattered Measure every shot, normalise it, and lay one look over all of it as a tone curve and targeted chroma moves, baked per shot (tool 57).
A cyan-white portal core turned pink white balance tinted a clipped channel, which holds no colour Send near-whites that were already clipped to neutral before the look.
A +1 stop gain clipped before the shoulder could roll it off 8-bit level filters Bake the gain and the look into one float LUT per shot, applied in 16-bit.
Each continuation of the far shot of her lost about three points of the palette's score each link of a chain of takes, made from the last frame of the one before, darkened the picture One take from the still itself; score every take against the palette (tool 67).
A falling drop of water turned pink, off the palette the take The cut leaves before it.

Motion design and the renderer

What you see Why The rule now
A crop cut her head off after a re-take code tuned to the old take Re-frame every shot whose take changed.
The previous frame's overlay "sticks" in dense frames a GPU-backed 2D canvas under software GL Software-backed canvases, and the history check in QA. It took about two hours of bisecting to find.
Frames differ depending on what rendered before a WebGL canvas drawn into a 2D canvas switches it to GPU rasterisation Read 2.5D pixels back through the CPU.
0.5–1.1 s a frame on 2.5D shots the 64-step parallax shader Depth slices or multiplanes.
Tags never finish typing on short shots the default typing speed Type at 16–40 characters a second, and finish 6 frames before the cut.
A lyric word half hidden on its first frame ("You dor't") occlusion on the entering row Tuck an edge only, and switch occlusion off for the entering row.
Five accent-coloured elements in one frame the accent used for every highlight The accent goes on at most two elements.
A snap reads early keyed 70 ms before its kick Key moves on hit times from the hits file.
Two on-screen numbers disagree ("x380" against "135 RUNNING") two devices driven separately Drive both from one value.
Shake in a drumless intro a move that answers no sound Moves answer audible sounds. Stillness where the song breathes.
The same helpers written 8–10 times, slightly differently chapters couldn't share code One shared device library. Chapters write only what is unique.
The default renderer drew only lyrics the board's graphics were stored as prose Structured fields in the board: type, devices, treatment, transition.
A lyric time patched in chapter code fixing the time instead of the alignment Fix the timed words and re-export.
A chapter replaced the default renderer and lost lyrics the chapter must draw every token itself Run the lyric gate per chapter, and mark custom-drawn tokens.
Fonts that can't be shipped AGPL, GPL, EULA or unlicensed fonts Ship OFL fonts only, with their licence texts.
A depth model that forbids commercial use Depth Anything V2 Large is CC-BY-NC Use Depth Anything V2 Small, which is Apache-2.0.
A singing mouth held where the take isn't synced the edit fell back to a plate Crops, inserts or depth moves on those words.
A famous card "too different/ broken up so we lose the reference" a pastiche: small, tilted, split across two cards, shaking, colour-fringed Rebuild the real one from measured frames, whole and full frame.
A touch landed on the interface's side rail after the interface was rebuilt a coordinate typed from the old layout Pin touches, lyrics and tags to the interface's layout table, and take hand-off boxes from the code that draws them. Never retype numbers.
The level tag covered the interface's title one corner for the whole film Place the tag per scene, move it only on a cut, and match it across chapter seams.
A real wordmark on a costume came back blank or garbled generators can't spell a logo Composite the real mark in code, tracked to the costume and lit by the frame.
A dive through visor after visor flickered: four flashes in one second single-frame bright pops as lit rims rushed past the lens Ramp each pass over three frames or more; flag any frame brighter or darker than both neighbours by more than 0.03. Check per chapter: this one was found after the encode.
"at like 4 seconds the ramp trace decouples from the ramp" a line drawn once over footage whose camera zooms Read the real edge from the frame as drawn, every frame.
"the end of the scrolling up ramp clip starts to show curve down, so it should be cut earlier" the window ran past what the shot should show A window ends where the picture stops being right for the shot, not only where the model breaks.
"the temporary half-shown cut of claudia" a move from a real frame to her with no last frame to aim for, landing in a dim dissolve A first-and-last-frame move that ends on her.
Impact effects buried the car smears decaying over 0.12–0.28 s The impact frame stays sharp; the smear peaks on the second frame and is gone by the fourth.
"the app notification shade is too small for the text … has no proper margins"; "rounded corners not mathematically precise" an interface drawn by eye Measure the real one: iOS 26's insets and gaps, continuous corners, platters that grow to fit their text.
"the upper line overlaps infront of the top line on the E" a letter built from separate bars Draw it as one extruded outline.
"the time limit is behind some scenes and infront of others" layering by draw order Layer each element by its own plane in depth.
"the entire top and bottom parts of the frame go black, interpreted as massive jitter" the walls of reels paged a full screen on every vocal chop and smeared into black bands The room answers the beat lightly: the kicks and her landings nudge it by 15 % of what they did.
Black vertical lines that "appear occasionally": dark columns on every 8th frame of one shot one of eight render workers drew its share from a stale camera state Scan every final for single-frame outliers (tool 43).
A tunnel strobed and the flash check passed it: 29 of 144 cells alternated light and dark for nine frames the near cards swapped bright and dark every frame Scan every full render for strobes cell by cell; fade near cards and smear every card.
A one-frame blink at a chapter's edge the boundary frame was rendered by the neighbour's old code Re-render a changed chapter with a frame of padding on each side, and check every cut on a seam sheet.
Later chapters drew their edges differently one 2D canvas made without the software flag moved the frame onto the GPU, and a worker carries it across chapters Make every 2D canvas software-backed.
Lyrics built into the scene as objects sat "haphazardly in space": "like im the white pill is a weird curve" an image model placed the words in 3D by eye Draw the lyrics after, small and classical, one line at a time (Motion).
A 2D animation given to Wan as its video: "it followed the pills animation too closely - like, it moved the pills around perfectly with the animation, so despite relighting them they still looked a little amateuirsh" a video model keeps a video's layout and motion Give a video model as video only what must move exactly; the rest as stills or in words.
A shader shot lost its last frames its song was muxed in with -shortest Count every render's frames against its shot.
Full-frame glitches: "i dont rly like the full frame glitches much at all" the glitch pass tore the whole picture on every hit No full-frame glitch: her head glitches inside a matte, on the song's own hits, short unless asked for longer (tool 53).
Text placed on the monitors "just faceplant - its not on th emonitor at all" text tracked onto a moving screen by a naive pass Drop the tracking: elements in their own space, and world tags only where a track holds on every frame.
"all the drawn on panels need to be tilted hte other way in 3d - the small side is on the outside and long end is inside -r everse so it feels like a hud." each panel turned on its own hinge One visor round the eye: anything near a side has its long edge outside by construction (tool 55).
"the pop-up panels are on a different surface than the memory one" panels and projections drawn as separate cards, each with its own turn and its own look One visor and one projector: one bloom, one raster, one chromatic offset, and no cards.
The arrest film's net "is the same color with no outlines around it in blue, so there's no contrast with the platform that it's put on" the subject in its floor's grey, with no outline The subject in a strong colour with a dark outline, its values apart from the floor, checked at the HUD's size (tool 61).
A white-only hologram pass flattened the orange net again the projection turned every colour into the visor's white The projection keeps the film's colour key: strong colour stays itself.
An insert's RAM bites were dark specks at 380 px small subjects, drawn for the film's full size Big, bright subjects in full view, checked at 380–480 px.
"the line across the center of teh screen at 0:01 second - remove that entirely" a boot scan line drawn across her sight Boot rows only, and nothing across her sight.
"the 0:08-0:13 animation has the memory words too subtle" a small title block in a corner The title the full width of the left column, behind her stand.
The memory film's first frames: "stuff is overlapping, assets are not well layered" an SVG layout with no check A real isometric render, and a layout check on every frame: a frame that fails isn't written (tool 60).
The head glitch's matte took a column of monitors, or the wall of screens under her SAM2 on a small or far head Look at the mattes' QC sheet every time, and cut the matte to a head zone from the face box (tool 54).
"The sun is off the widget for example - just broken" the gadgets not at the system's real sizes, and the Weather's art not clipped to its panel Rebuild an interface at its real sizes: five gadgets fit, and each plays a part (tool 65).
A window's title ballooned as it maximised the window stretched as a picture Draw the window's own layout at every step between its two rectangles.
The chapters read an empty song map the film page's own top-level let SONG shadowed the global of the same name for every bare reference One object under both names.
A small picture differed with the render order Chromium decoded a JPEG drawn small at a reduced scale only when no full decode was cached Every picture through a 1:1 software copy; check purity in three orders (tool 20).
A bitmap depended on which frame drew it first a cache keyed by a scale under an eased camera Key caches by their content.
"theres a black flash on the screen right after 45 for 0 reason" the system's real two-frame blink as it switches to the permission prompt Leave out a real behaviour that reads as a glitch: the dim comes straight off the desktop's own picture.
"the wii cursor is totally off lol" a 3D glove pointer in the 3D world The engine's flat drawing of a white cartoon glove, swaying with her aim and dipping when pressed.
Her step-out take hidden 1.5 cm behind the picture; a glass fish's path across her face; a glass cursor across it on 24 frames objects placed in 3D without her face in view Project every object against her face, frame by frame, before the final render (tool 68).
A ghost band of the boardwalk over the curved screen's desktop the concave glass slab focused what was behind the camera Camera rays over the picture pass straight through the glass, with its tint and a sheen of the sky on top.

Review

What you see Why The rule now
Runs "completed" with no review at all a usage limit made reviewers return nothing, and the script read that as "no fixes" A null review is an explicit failure, in code. Carry open fixes forward.
Reviewers scored 6–7.5 a cut the director called "perfect" a stricter bar than the director's Ship on "no blocking fix left". Calibrate on the director's verdicts. At most two rounds.
A reviewer re-ran checks until its time ran out and wrote nothing it wasn't told what was authoritative Bound reviewers by output: "write the short version first".
The scan flagged an intended prop a generic "modern object" rule Whitelist intended anachronisms by name.
A strobe counted twice the flash check paired every transition Count opposing pairs.
Twelve blocks found in 96 "final" takes generated people; filters let outputs through A safety and canon scan of every take before release.
First-draft chapters scored 5–6.5: faces printing blank, type over faces, repeated devices animators with nobody reviewing real renders A reviewer renders, looks, and writes concrete fixes.
Chapters reported done still missed notes: two of four failed their check in one round animators checking their own work An independent checker renders every note's moment and reports each note done or not, with evidence; then one refix.
The takes' verdicts missed a man in a car's window and a repair that turned into a hatchback one look per take An adversarial scout re-checks every take frame by frame before more is spent.
A fixer swapped an off-model close-up on another set into a held shot a chapter fix after the chapter's own reviews A whole-film critic after the chapter rounds, re-rendering the director's notes and every seam.
The lead took the black lines for the gaps between reel columns: "no ur wrong … they appear occasionally, look at more framers" one frame looked at Look at many frames around a note, then scan for it.
"can you show me exactly what i need to pick? sorry its far back in convo history" the picks were spread across a long conversation Put every pick the director owes in one message, numbered, with the images.
A re-light judged darker and softer on its own read better in the film: "New better." it was judged alone, not where it plays Judge a re-light in context, side by side with the original.
The spectrogram comparison called a take re-sung that was in sync by eye the vocal-stem method re-voices the soundtrack, in the vocal's place Judge that method by eye with the song laid over (tool 15).
"show me the references you gave the model too" the references weren't shown with the take One board of every take's references, sent before anything runs.
The sync check called a take diverged on a held, glitched vowel it stops trusting a take there Judge it by eye with the song laid over (tool 63).
"show me the green screen roto before you render plz" cut-outs went into renders unseen Each key goes out first as a review clip, the green source beside the cut-out, with the song laid over.

Render and running agents

What you see Why The rule now
Nobody knew the encode had finished it ran as a detached job Tracked background jobs with a status.
Swap and the root disk filled up six agents rendering at once, with frames on the small system disk One rendering workflow at a time, scratch on the big disk, and check free memory and disk first.
Disk full after a render about 9.6 GB of frames per cut Delete the frames once ffprobe has verified the outputs.
Commands ran against the wrong project an export inside a backgrounded shell chain Name the project on every command.
A merge restarted three times (about 1.5 h) an interrupt kills every running workflow Short phases, run ids saved, resume by run id.
One serial chapter workflow would have taken about 12 h serial agents Three parallel workflows (about 4 h).
A ~20-hour background queue, new takes stuck behind superseded ones post-processing auto-queued on every import Queue only takes the edit uses, in priority order. Cancel superseded jobs.
A shared machine at 100% CPU, every job 3–5× slower two dozen waiters polling every 3 s One shared listing every 45 s for all waiters.
Duplicate jobs after a restart killing a waiter left its child behind, and the re-run resubmitted Record job ids beside their inputs, adopt queued jobs, and kill orphans by id.
Every new agent session fails at start an agent CLI auto-updated mid-run Pin versions for long jobs. Check the job's error before assuming there is no work.
A worker probed for 75 minutes and delivered nothing no bound on the first deliverable A first complete draft within about 10 commands, with a mandatory handoff.
Shared-file bugs fixed differently in parallel chapters workers patching shared code Workers report shared bugs; the operator fixes them once.
A resumed multi-chapter workflow reviewed and fixed chapters that had already finished the resume replayed its stages unevenly One workflow per chapter, with the notes in files the agents re-read.
Three chapter runs interrupted three times mid-build an interrupt ends every running agent Resume each from where it stopped: only the agents that were cut off run again (57 of 147 launches), and finished work is kept.
Rotos killed for lack of memory; one came back with 35 of 210 mattes and looked like success the matting library's CPU memory arena held about 12.5 GB per 1080p take on a box shared with renders, and a | tail hid the exit status Arena off (1.3 GB); count the mattes against the frames and fail loudly (tool 41).
Six chapter launches interrupted mid-build an interrupt ends a running agent Each animator keeps a notes file; the relaunch reads it and picks up where the last stopped.
One seed with the same inputs gave three different previz takes the previz model isn't reproducible run to run Keep the take file; a seed doesn't pin a take.
A previz take with a jump inside it passed the automatic cut check the check looked for cuts Check every pick for jumps as well, with the cut measure of the assembly (tool 44).
The cut ran about 0.9 s behind the song by its end parts from stills or padded with tpad started a frame late, and the concat summed the gaps Stamp every part's frame n at n/24 (tool 64).
From 1:48.5 on, every tool that counted decoded frames was one frame late a default decode duplicated a frame once the concat's 0.7 ms a part had added up Decode with -vsync passthrough wherever frames are counted, and seek a still by its own timestamp.
The last 2 s of a stream went missing the song muxed in the same pass as the encode Encode the picture alone, then copy the song onto it.
A 1,325-frame video from a 1,949-frame sequence .png names linked to JPEG data, and ffmpeg's image2 demuxer dropped every one of them Convert to the named format, and count the decoded frames against the sequence (tool 25).
A tool read the frames before the song wrongly a picture that starts before the song has negative frame numbers Parse a leading minus in every frame range, and pass it as --frames=-64-1884, so no command line takes it for an option.

Publishing

What you see Why The rule now
Identifying details in a making-of: names, profile codes, hosts, job ids raw production notes Scrub rules, a grep pass, and two fresh-eyes reads.
A song file carries the generator's song id in its tags file metadata Strip metadata from everything you publish. Midjourney images carry their job id in XMP.
Real-person likeness risk generated portraits of real people Keep generated likenesses of real people out; quote their words as text, with the source. CLODYSSEY's labelled AI IMAGE post cards are left out of this site.
A master posted without the AI disclosure platform toggles missed Set each platform's AI-content label, and name the tools.