Hybrig University

Hybrig University

Master the local AI stack. One workflow at a time.

AllBeginnerIntermediateAdvanced

Filtering coming soon

The path

read in order

The craft, in the order it builds. Each one names the problem it solves, so you can also just take the one you need today.

  1. 1Set up your first projectInteractive10 minGet from an empty shelf to your first shot. The checklist ticks only when the app confirms you did it.
  2. 2Spot the slopAdapted8 minTrain your eye on the tells, and on what a clean frame proves. A still defect is already a stop.
  3. 3Building locationsAdapted12 minSix locks that make a place shootable, repeatable and reversible. Every later shot inherits them.
  4. 4Character sheetsAdapted12 minThe sheet is a spec, read literally. Six rules, the head-crop trick, and the three ways sheets fail.
  5. 5Match the clockLearned here6 minThe prompt's duration and the model's duration setting are two numbers, and nothing makes them agree. Both ways of disagreeing look like a bad prompt.
  6. 6Proof, not promisesLearned here9 minApprove on what you can see, never on a success message. Five real failures that all reported success first.
  7. 7Test it in motionLearned here9 minOnce something is wrong, find which input caused it — one variable at a time, from a baseline you can diagnose.
Intermediate6 min readEssay

Static-plus-insert compositing

The shot reads as motion video, but only the screen content moves. One AI still plus a perspective-warped insert, at a fraction of the cost of a full motion render.

Fundamental5 min readEssay

Describe depth, or get cardboard

Objects come back flat because the model has no geometry — it samples what your words imply, and most pictures captioned “remote control” are icons. Naming shadow, bezel and curvature selects photographs instead of drawings.

Intermediate6 min readAudio

Why AI clips never cut together — the stem-rescue score bed

Rescue dialogue and sound effects, kill the baked-in music, lay one continuous score bed under the whole edit. Music continuity across cuts is what hides the seams.

Read the essay →

Intermediate7 min readEssay

Why your Seedance lipsync drifts on long audio — and the partitioning fix

Seedance reshapes tempo and hallucinates lyrics when you feed it raw audio. Chop, wrap each chunk in a video container, run one at a time, stitch. Hybrig encodes the full pipeline so you never have to.

Read the essay →

Intermediate5 min readEssay

Why your AI voice sounds robotic — and the two-layer fix

The model isn’t broken. The way you hand it text is. Two layers of fix — one mechanical, one writer-controlled — both ship by default in Hybrig’s F5-TTS node.

Read the essay →

Intermediate6 min readEssay

When to use a local LLM and when to reach for cloud

Hybrig’s pluggable brain slot accepts both. Local wins on summarization, classification, transcription. Cloud wins on multi-constraint rewriters where small models silently drop rules. The hybrid IS the product.

Read the essay →

Beginner5 min readEssay

Why we sometimes pick older models

Newer is not always better. A real case study on why Wan 2.7 is the current flagship for local video generation, why model choice depends on both capability and hardware fit, and how to read every model card on Hybrig the same way.

Read the essay →

Beginner6 min read

Reference Assets That Hold

Gray backgrounds, three-quarter angles, and named assets. Why the face drifts, why the room swims, and why all three fixes are the same fix: never make the model guess something you already decided.

Read the essay →

Intermediate7 min readFarming

One image, 184 ads — the clean-plate technique

Generate one shared image. Composite the per-prospect data on top. The same technique cinema VFX has used for a hundred years — and the reason Hybrig can farm 184 bespoke ads from a single Flux render while cloud tools would charge you 184 times.

Read the essay →

Intermediate6 min readEffects

The finger-circle magnify — revealing UI inside a frame the audience already trusts

A phone in a hand or a finger-circle gesture frames a reveal region. Whatever is inside the circle composites in at render time — real screenshots, never AI-rendered floating digits.

Read the essay →

Intermediate5 min readEffects

Seasons hypercut — lock the subject, swap the background

One locked source plate. Cycle through seasons, weather, or time-of-day on the background while the subject stays pixel-locked. Cleaner than a true hyperlapse — and you control the cuts.

Read the essay →

Advanced6 min readEffects

The roof build-up — an entire lifespan in a single locked shot

Bare deck. Shingles fill in like waves. Roof finishes itself. Weather hammers it. A held plate plus additive object passes — the lifespan of a physical thing in eight seconds.

Read the essay →

Intermediate4 min readEffects

Competitor truck → your truck — the silent exclusivity swap

Same driveway, only the truck changes. Object replacement on a locked plate. The visual argument for territorial exclusivity without a line of dialogue.

Read the essay →

Intermediate5 min readEffects

Territory zoom-out — from porch to county on a locked subject

A subject in the foreground holds. The background pulls back through scale — porch, street, ZIP, county. The territorial reach beat that doesn’t need a literal map shot.

Read the essay →

Intermediate5 min readEffects

Damage reveal — remove the top layer to show what the eye missed

A clean-looking roof. Peel off the top shingle layer. Expose the damage underneath. The trust-building beat that turns an abstract claim into a concrete image.

Read the essay →

Beginner4 min readEffects

The wordmark end-sting — two seconds that earn the spot

A blank surface in the world. The brand wordmark fades in on a single musical hit. Restrained beat-match. The closer that earns the last frame without turning into a music video.

Read the essay →

Intermediate5 min read

Face Swap + Voice Dub

Drop a video clip, your face, and a voice sample — get back the same scene with your face and voice.

Open lesson →

Intermediate6 min read

Talking Head from Script

Type a script, plug in your face and voice — get a video of you saying it.

Open lesson →

Beginner3 min read

Long-audio lipsync (chop + wrap + Seedance + stitch)

Drop a long VO + a face. Hybrig chops at silences, wraps each segment, runs Seedance one at a time, and stitches the lot back into one continuous video.

Open lesson →

Beginner2 min read

Image to Video

Drop a still photo, get a short animated video.

Open lesson →

Beginner3 min read

Character Replacement Video

Replace the character in an existing clip with a reference face using local Wan VACE.

Open lesson →

Beginner2 min read

Voice Clone

Provide a voice sample and a script — get audio of that voice reading your script.

Open lesson →

Beginner3 min read

Lipsync to New Audio

Replace what someone is saying in a video — keep their face, swap the dialogue.

Open lesson →

Beginner2 min read

Headshot Stills (Flux + LoRA)

Type a description, get a batch of stills using your trained LoRA.

Open lesson →

Beginner3 min read

Idea → Headshot

Type a rough idea — get a polished still using your LoRA.

Open lesson →

Intermediate4 min read

Idea → Animated Image

Type a rough idea — get a still that animates into a short video.

Open lesson →

Intermediate8 min read

Idea → Talking Head

Type a topic — get a video of you talking about it in your voice.

Open lesson →

Advanced10 min read

Video Face Swap (your LoRA)

Replace someone's face in a video with your trained LoRA — works frame-by-frame, requires a trained LoRA of you.

Open lesson →

Beginner2 min read

Prompt Cleanup

Paste any rough prompt — get a polished version with your LoRA trigger and cinematic descriptors.

Open lesson →

Beginner3 min read

Cohort Ad Pipeline (N prospects, 1 click)

Upload a prospect CSV + Deep Intel + voice ref. Get one personalized ad per row, voice-cloned and leak-stripped. The pipeline behind Roof Radar's Peak Custom render.

Open lesson →

Beginner3 min read

Reference Plate Farm

Plug in a character pack and shot list, then batch-generate clean reference plates for any storyboard or client ad.

Open lesson →

Intermediate6 min read

Finger-circle reveal

Phone in hand or gesture-circle that frames a real product UI screenshot inside a live-action plate. Cloud polish on the circle interior is optional.

Open lesson →

Intermediate5 min read

Background seasons hypercut

Lock the subject, swap the backgrounds. One source plate, N season/weather variations, hard-cut on a beat.

Open lesson →

Advanced6 min read

Object additive buildup

One locked plate, an object materializes in compressed time. Construction, growth, assembly — the lifespan in seconds.

Open lesson →

Intermediate5 min read

Object swap replacement

Same plate, same lighting, swap one object for another. Before/after pair on a single held shot — clothing, vehicles, products, set dressing.

Open lesson →

Intermediate5 min read

Background territory zoom-out

Start tight on a subject, pull back until a wider context surface fills the frame. Generated expansion, not filmed.

Open lesson →

Advanced6 min read

Object removal layer reveal

Peel a surface to expose what is underneath. Held plate, masked region, removal pass — the companion to additive-buildup.

Open lesson →

Intermediate4 min read

Wordmark end-sting (music beat)

Closing shot of an ad. A surface in the world carries the wordmark; the music sting lands on the reveal. The last frame is the trophy.

Open lesson →

Also in the curriculum