A 20-minute weekly retention review
A 20-minute agenda that turns last week's curves into one edit decision, one packaging decision, and three numbers you log so the trend is visible.
8 min read
Farm video that tracks crop readiness daily
Ripeness moves faster than any content calendar. A 25-minute morning loop of phone clips and generated title cards, plus the signage and organic claim rules.
9 min read
Approving or rejecting an agent plan
Inspect the agent's proposed tool steps, drop the ones you do not want, and only then dispatch. Nothing generates until you approve.
8 min read
Turning architecture competition boards into motion
A practice's best work is usually unbuilt and flat. A keyframe-sequence method for moving competition boards, plus the NDA and credit rules on publishing.
9 min read
Automating posts with a post-scoped key
Server-side publishing needs a narrower key than generation, plus its own rate limit. Scope a key to posting and pace it so a bug cannot generate.
8 min read
Batch rendering video from a shell script
A repeatable batch pattern: cost the run before dispatch, split dispatch from collection, respect the rate limit, and survive one bad model name.
10 min read
Layering a cameo and real VO to stay monetizable
A real or licensed cameo plus an original voice track is the cheapest move from template-shaped to authored. The layering order and how to keep it consistent.
9 min read
Clip yield: a throughput baseline per upload
Clips per source hour is the repurposing metric most teams never measure. How to calculate current yield, a realistic target, and the steps that move it.
8 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
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
Weather-reactive video for fall farm events
A corn maze season is five or six Saturdays long. Build the recovery promo as a template with swap slots so a rained-out weekend ships before the next one.
9 min read
Generate a hook pack before the video exists
Hooks bolted onto a finished video are an afterthought. Produce the pack first, pick a winner, and let the strongest opening drive the edit.
9 min read
The face changes when the character turns
A single front-facing still cannot constrain a profile, so identity collapses on the turn. Build a multi-angle sheet, and keep the turn as a cut.
9 min read
Scoring a video from one still image
Lyria 3.5 takes an image as a musical brief. A pipeline for scoring a cut from its key frame, and how to keep one cue consistent across a multi-clip edit.
9 min read
Inside the digestive system explainer workflow
Eleven scenes, one character reference used twice, and 396 credits. A scene-by-scene teardown of a published explainer recipe, and how to fork it.
9 min read
Lighting continuity across separate generations
Key direction gets re-rolled on every generation. A verbatim lighting block carried across all prompts in a sequence, plus the shot-by-shot review check.
9 min read
Lip sync drifts across the clip
Most lip-sync drift is an export fault, not a model fault. Re-export at native frame rate, skip optimized rendering, and feed uncompressed audio.
8 min read
Matching generated footage to real camera footage
Mixed edits break on grain, grade, focal length and motion blur. The order to fix them in, and the one thing you cannot repair in post.
9 min read
Trade-show loops and rep leave-behinds for devices
Booth video is promotional material and earns the same review as a journal ad. A silent-readable loop spec plus a rep library derived from one approved master.
9 min read
Naming background tasks so re-runs reuse them
A background task name is the saved-workflow key. Name it by intent so a later re-run updates one recipe instead of spawning a v2 row.
7 min read
The operating week of a solo AI content business
A block week that stops production eating outreach and delivery: named sales days, batch days, and one day for review, invoicing and next week's briefs.
9 min read
Provider check before you dispatch a batch
Run provider-check for every model in a batch before the first POST, so an unroutable name fails the preflight instead of item 87.
8 min read
Your reference stops working by shot four
Chaining each clip to the last output compounds identity error. Re-anchor every new shot to the master reference, not to shot three's last frame.
9 min read
Read a workflow's credit estimate before you run it
A 3-scene recipe can cost more than a 15-scene one. What the two published credit figures include, what they leave out, and how to approve a run on cost.
8 min read