Concurrency limits are a model selection criterion
For batch work, how many generations you hold in flight decides wall-clock time more than per-clip speed. How to measure throughput and order a queue.
8 min read
Content ID matches recordings, not style
A soundalike that reproduces no protected recording or composition usually clears Content ID. That says nothing about the publicity-rights question under it.
8 min read
Moderation runs on every write request
Text fields on write requests are moderated before generation starts. A valid JSON payload can still 400; here is how to surface that.
7 min read
Your continuity plan for a terminated channel
If platform payouts are your income, assume termination. A one-hour setup: off-platform backups, an owned audience list, a warm second surface, a relaunch.
9 min read
Prompt pairs that cancel each other out
Contradictions like 'static handheld' make a model keep one instruction, drop the other, or muddle both. The common conflicts and how to collapse each into one.
9 min read
Conversation endpoints: list, clear, and share
Conversations are addressable objects with list, get, clear, and share endpoints. Audit agent history in code, or build your own review view over it.
8 min read
Converting a recorded take to another voice
An intake check, an input-prep chain and a three-way decision for when voice conversion beats re-recording or generating the line from text.
9 min read
Credit union video with Reg DD disclosures built in
Put an APY on screen and a 20-second reel becomes a compliance artifact. A disclosure layer that survives re-edits, plus a member story that never triggers.
9 min read
Cross-dissolves that hide drift at the seam
A short dissolve at the join is the standard fix for exposure and identity drift between chained clips. Dissolve lengths, and when a hard cut still wins.
9 min read
Cut rate by platform, in seconds
TikTok, Reels and Shorts run at different cut cadences. Per-platform second counts, why they match a model's stable window, and the three axes that must agree.
9 min read
Cut rhythm variance beats cut rate
A constant cut frequency habituates viewers no matter how fast it is. Chart cut interval across the timeline to find the flat stretches that quietly cost hold.
8 min read
Debugging an MCP connection that won't authorize
Most failed MCP connections are authorization problems with a short list of causes. Work this checklist before reinstalling anything.
9 min read
Onboarding video for decentralized trials
Decentralized trials move procedures into the patient's kitchen. A multilingual onboarding build, and why every locale you add re-enters IRB review.
9 min read
Denmark's likeness right covers everyone
Denmark's copyright amendment covers every person's face, voice and body, not just public figures. Why the recognisability test creators rely on stops working.
8 min read
Deposits, net terms and kill fees for creator work
Four written clauses that stop you financing a client's marketing budget: deposit before first render, net-14, a kill fee tied to work, a delivery pause.
9 min read
Depth of field and rack focus in video prompts
Shallow and deep focus are executable prompt instructions. A focus pull is not, unless you stage it across two generations. How to specify the focus plane.
8 min read
Describe the camera or hand it a reference clip
Which camera moves survive as text, which get silently approximated, and what a motion-reference clip costs you in framing freedom. With a three-bucket rule.
8 min read
Designing a paid trial task for AI creatives
A portfolio proves little when one striking frame is an afternoon's work. A trial task testing selection, iteration discipline and brand adherence under a cap.
9 min read
Designing AI video that survives 30 seconds
Meta's long-form counting threshold is reported at 30 seconds and shares outrank likes. A 35-second setup, escalation, resolution and comment-prompt plan.
10 min read
Diagnosing a Weak Opening With Video Analysis
Your platform analytics say when viewers left. Video analysis says what was on screen at that second. Joining the two turns a hunch into a specific edit.
9 min read
Dialogue coverage: two-shots and reverse angles
Two people talking needs four shots, not one. The coverage set, the eyeline rule that makes reverses cut together, and the reference discipline behind both.
9 min read
Directing gaze and micro-expression on a face
Emotion words return a stereotype. Eyeline, blink timing and independent brow movement are directable as physical actions — and here is where prompting stops.
9 min read
Restoration video when the job is the documentation
Crews already shoot dry-out documentation for adjusters, so restoration marketing is an edit problem. A time-lapse workflow and the claim language to avoid.
9 min read
What Disney's collapsed OpenAI deal signals
A reported billion-dollar licensing deal died when Sora was discontinued. The contract terms brands need to survive a model product being switched off.
8 min read