Blur garbled signage into depth of field
Background text a model got wrong is not repairable, but it is not necessary either. A soft-focus pass that reads as optics, and where it stops working.
9 min read
Building a model picker from the models endpoint
Hardcoded model ids go stale. Build the picker from the live catalog endpoints so new and retired models appear without a deploy.
7 min read
Burst cut sequences as a re-engagement device
A short burst of fast cuts every few minutes resets attention in talking-head long-form. Place the bursts on your drop-off points, then measure the recovery.
8 min read
Age-gating cannabis video across state rules
California's 71.6 percent 21-plus audience test turns distribution into a production input. A platform-by-platform gating setup and per-state matrix.
9 min read
Captions run early after the first two minutes
Segment timestamps and 30-second window rounding accumulate. Use VAD-first segmentation, forced alignment, and a frame-rate check before you generate cues.
8 min read
Cast a named voice before you clone one
A 210-voice named library covers most briefs without consent paperwork. Here is an audition process and the line where cloning becomes necessary.
9 min read
Clean the handoff frame before you chain clips
The last frame of a clip is the dirtiest in it, and chaining hands it forward. The re-mint step that stops artifacts compounding, and how to spot a clean frame.
9 min read
Clinical trial recruitment video and IRB review
The IRB reviews the finished tape, not the script, so every graphic is a claim. A script-lock workflow and the cure-certainty framings FDA guidance rules out.
9 min read
Cloth and hair motion that holds together
Hair and fabric are where temporal coherence breaks first. Prompt cues for weight and stiffness, shot choices that hide it, and when to mask and regenerate.
9 min read
Colorizing archive photos for brand history
A repeatable pass from black-and-white archive stills to a finished anniversary video, and the four places colorized footage stops reading as real.
9 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
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
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
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
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
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
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