Operator playbook for long-form story/audiobook illustration videos with CONSISTENT recurring characters. Use when the user wants to illustrate an existing story or audiobook text as a video, build/rebuild a character card from a reference-image folder (characters/<name>/), or debug character look drift between generated scenes.
Operator playbook for long-form story/audiobook illustration videos with consistent recurring characters. Use when the user wants to illustrate an existing story or audiobook text as a video, build a character card from a reference-image folder (characters/<name>/) or from the story text alone (no pictures — whole-story analysis locks a constant look), storyboard prose into scenes, or debug character look drift between generated images.
Operator playbook for the Slope Studio short-video pipeline. Use when the user wants to produce, generate, render, run, debug, observe, or publish a short vertical video (TikTok / YouTube Shorts) from an idea — or to run/inspect any single stage (script, visuals, clips, stitch, voice, save, publish). Covers the `studio` CLI end-to-end: provider choice, cost control, artifact inspection, and troubleshooting.
Umbrella orchestrator for a Slope Studio channel's viral-growth loop. Use when the user wants to RUN THE WHOLE ideate→deploy→measure→learn cycle, or doesn't know which step they need, or wants to READ channel state / PICK the next bet / WRITE a growth brief (journal · backlog · report all live here). It composes the per-step lego-block skills (marketing-ideate, marketing-deploy, marketing-measure-learn) and the hands-off driver (marketing-autopilot). For one creative step, invoke that step's skill directly.
Use 48–72h+ after publishing to CLOSE the loop: first MEASURE (fetch stats + comments, score each deployed bet's virality relative to the channel's own portfolio — deterministic), then LEARN (reflect on which pre-stated assumptions held vs were refuted, extract win/lose patterns, set the next direction + idea seeds — agent-driven). One lego-block of the ideate→deploy→measure→learn growth loop; feeds back into marketing-ideate.
Use SPECIFICALLY for hands-off SCHEDULING of the growth loop — the unattended driver that keeps a channel turning on a cron/interval with no operator in the seat. Each tick it asks the engine what's due (measure matured videos / reflect / refill the backlog / produce the next bet) and does that ONE action, handling the deferred-measurement timing automatically — then defers the actual step-level work to the per-step skills. Set it on a recurring schedule (the /loop or /schedule skill, or cron). For a single manual step, invoke that step's skill directly instead.
Use to produce + publish a chosen backlog bet and bind it to the journal so it can be measured later. Calls the film-maker skill to render+upload, sized to the per-video budget, then links the run. One lego-block of the growth loop. Fed by the backlog pick (marketing-guru); precedes marketing-measure-learn (after a maturation wait).
Use when deciding WHAT short video to make next for a channel — generate falsifiable viral bets (idea + hook + assumption + goal + theme). The AGENT does the ideation (web-search current trends + recall the channel's past winners), then persists each bet to the backlog. One lego-block of the ideate→deploy→measure→learn growth loop. Pairs with marketing-guru, which picks the next bet from the backlog and reads/writes channel state.