NewEdit the cut — fix a finished video in minutes, not hours

Lecture Videos,
Shipped from a Brief.

Write what the video should teach. Wiseman Media Gen drafts the script and storyboard, speaks it — in a built-in voice, your clone, or your own reading — and renders a 1080p MP4. Approve every step, or none of them.

Open the Studio →See How It Works
Nothing costs money before the Render step
Wiseman Media Gen · /videos/overfitting-explained/script
Wiseman
Wiseman Media Gen
Studio
Cubz Wiseman
org_wsm_8842
CW
Script & storyboard — edit both, side by side
Beats are the source of truth; each beat owns its frame. Edit text, note changes on frames — nothing here costs money.
Structured
One frame per slide, from a fixed set of layouts. Every frame is editable by form and previews exactly as it renders.
editable · consistent
Free-form
The script is drafted for the voice, and the video itself is written as code from a direction you can edit. Anything the layouts cannot express.
anything · re-asked, not edited
Look:Wiseman Academy (default)change for this video
Presented as:Classic explainerchange
Visuals:AutoWhiteboard diagramSlidesthe direction reads the topic and decides
Script · 44 beats · 4:32 est · as Classic explainerTagalog · 128 wpm download
c17
Say the model memorizes every example in the training set.
3.1sok
Edit
c18
A model that memorizes its training data has learned the noise, not the pattern.
3.8sok
Edit
c19
On new data, that memorized noise turns into wrong answers.
2.9stext changed
Edit
c20
That gap between training and test accuracy is overfitting.
3.2sok
Edit
c21
Regularization is how we push back on it — next video.
2.7sok
Edit
Storyboard · slide c18–c202 not drawn yet
Style
Text basedAnimated visualsHybrid
Typographic cards. Fastest to render, right for a talk with no architecture in it.
✓Burn subtitles into the video
SizeSmallMediumLarge
~1 min
from brief to script and storyboard
60
videos from a single spreadsheet import
1 of 44
clips re-recorded after a one-word edit
minutes
to splice a finished video — no re-render
Made with Media Gen

Your design system. Your topic. Your voice. A whole course in a day.

Every lecture in this course was briefed, drafted, spoken and rendered in the studio — one look across all 63 videos, one voice, published on Udemy.

Sample lecture · brief → script → voice → 1080p MP4Watch on YouTube →
Published course · UdemyLive

AWS Certified AI Business Strategist (AIB-C01)

63 lessons of 6–8 minutes, mapped to every skill in the official exam guide — created by Wiseman AI.

12 sections63 lectures7h 58m
Welcome: The Beta Exam and the Early Adopter Badge6:15
AI vs Machine Learning vs Generative AI: The Three Circles7:01
RAG vs Fine-Tuning: Choosing the Right Model Adaptation9:31
Calculating AI ROI: A Comprehensive Framework With Real Arithmetic7:52
View the course on Udemy →
Your design system

One look, built from your logo and a short brand interview, drawn on every frame of every lecture.

Your topic

A syllabus, a spreadsheet, or your source material — every lecture is briefed and grounded in it, not in the model’s memory.

Your voice

Cloned, built-in, or your own reading — the same narrator from the first lecture to the sixty-third.

Capabilities

Everything between the brief and the MP4

Every job runs on the server — close the tab and it finishes anyway. Your own provider keys, your own footage, your own voice.

Script & Storyboard

Drafted together, in one pass

Press generate and about a minute later the script has beats, each owning a storyboard frame. Edit a line in place — the frame follows, and the beat is flagged for re-recording.

c01
Every model starts as a guess.
2.1sok
Edit
c02
Training nudges that guess toward the data — one example at a time.
3.4stext changed
Edit
c03
Inference is the guess, frozen and put to work.
2.8sok
Edit
Voice

A voice out of the box — or yours

Speak the first video before connecting anything. Connect ElevenLabs or Cartesia and your cloned voices load; or read it yourself on the teleprompter. Only changed beats are re-recorded — the count shows before you press.

Charon
Gemini TTS · built in · change
1 of 44 beats changed — only that one is re-synthesized. The other 43 are kept.
Gemini TTSElevenLabsCartesiaYour own reading
Your own footage

Your screen recordings, cut in at the right second

Upload up to twenty-five recordings per video and say what each shows. A model watches them into a shot list, and the script visits those moments while the footage plays under the narration.

ec2-tour.mp47:12watched by GeminiWatch againEdit
Walking the AWS console to EC2 and launching an instance
0:00–0:45 (45s) — console home, searching for EC2
0:45–2:10 (85s) — launch instance: name, AMI, type
2:10–3:05 (55s) — the instance boots, checks pass
Edit the cut

Fix a finished video in minutes, not hours

Type “remove 4:34 – 4:54” or “replace this scene with the console walkthrough”. See exactly which scenes that means, then apply. The file is spliced, not re-rendered, and lands as a new version — the original stays.

Nothing has rendered yet — check these are the right scenes, then apply
“4:34 - 4:54 - remove this scene”
Remove 4:34 — On new data, that memorized noise turns into wrong answers.
Removes 20s from v3; every other second stays exactly as reviewed.
Whiteboard lectures

One diagram that builds with the narration

A lecture is not a slideshow. Choose whiteboard visuals and the video is one picture — a box arrives when it is mentioned, an arrow draws itself, the piece being spoken about is lit.

Look & presentation style

One brand. Seven ways of teaching.

Build a look from a logo and a short brand interview, make it the default, and every video is drawn with it. Then pick how each lecture presents — or import an instructor’s own style from a spreadsheet.

Look:Wiseman Academy (default)change for this video
Presented as:Whiteboard build-upclose
Classic explainerStory firstProblem then solutionStep by stepWeighing the optionsWhiteboard build-upExam drill
Render

Play it before you pay for it

Preview the exact composition in the browser, then render to a 1080p MP4 in the cloud. Every render is a version with its cost and its maker named; go back with a click, and download subtitles synced by construction.

Version 3latest
Render again
4:31 · 33 MB · 1080p
v34:31 · 33 MB · edited from v2playing
v24:51 · 36 MB · 12.4k tokens · Claudeplay
v14:48 · 35 MB · 38.1k tokens · Geminiplay
Import

A spreadsheet becomes a playlist

One row per video — topic, language, duration, express or manual, tags. You see every video the file would make before anything is created; one bad row never costs the other fifty-nine.

01What is a model?60s
02Training vs. inference90s
34no topic — skipped, the rest still created
…59 videos would be created
Bring your own AI

Your agent writes. The studio speaks and renders.

Connect Claude Code, Codex or Gemini CLI to the organization’s MCP server. Your agent drafts the briefs, scripts and direction on its own subscription, with the pipeline’s own rules and checks — then voice and render run inside the studio, where the metered spend belongs.

Bring your own AIMCP tokens for outside agents
Cubz’s Claude Codewmg_…k4Qelast used 2026-09-06Revoke
Whose agent is this? e.g. “Ana’s Codex”
The agent connects to /api/mcp with the token as a bearer header. Everything it reads and writes stays inside this organization.
Express mode

One brief in.
One MP4 out.

An express video takes all five steps itself from the brief alone — script, look, drawing, voice, render — and hands you a finished MP4. Tick a whole course in the playlist and express render it together.

  • The same jobs as manual, with nobody waiting in between
  • Watch it, say what was wrong, make it again — notes accumulate
  • Or edit the cut: splice the finished file in minutes, no re-render
  • Prefer hands-on? A manual video stops at each step for you
Express

Five steps, back to back, with nobody waiting at each one. It runs on the server — close the tab and come back to it. Roughly half an hour, most of it the render.

Writing the script
Deciding how it should look
Drawing the video· 62%
Speaking it
Rendering
What should change?
Say it the way you would to an editor. Everything you do not mention is kept, and everything you have asked for before still stands.
Change the visuals
A new look, drawn again. Keeps the script and the voice.
Edit the cut
Removes scenes or swaps a cutaway in the finished video, in minutes.
How It Works

Four steps, every video

01 — Brief

Say what it should teach

Topic, length, language — and your own screen recordings, if you have them. Express or manual is decided here.

02 — Script & Storyboard

Drafted together

Beats with frames, about a minute later. Pick the look, how it presents, slides or whiteboard. The run survives a closed tab.

03 — Voice

Every beat becomes a clip

Built-in voice, your clone, or read it yourself. Only beats whose text changed are re-recorded.

04 — Render

Preview, then render

The exact composition in the browser, then a 1080p MP4. Every render is a version — and the cut can be edited without rendering again.

Your next course is a brief away.

Sign in, write what the video should teach, and watch it move through the steps.

Open the Studio →Talk to Us