Writing & Content · By XBuilderLAB

Proposes and applies upgrades to a content-scoring rubric: a full formula bump with blind re-scoring and a cross-model audit, or a lighter bucket-boundary recalibration.

XBuilderLAB/cheat-on-content

Onboards a new user to the cheat-on-content workflow with a short question flow, creating the project scaffolding and optionally importing past video history.

XBuilderLAB/cheat-on-content

Imports scripts and engagement numbers from an account you want to emulate, then extracts content patterns and starting scoring signals from them.

XBuilderLAB/cheat-on-content

Turns content creation into a calibrated loop of scoring, blind prediction, post-publish review and rubric evolution, with a built-in rubric for opinion videos.

XBuilderLAB/cheat-on-content

Builds or refreshes an account's audience profile from the comments in its post retrospectives and writes it to audience.md for later topic and script work.

XBuilderLAB/cheat-on-content

Writes an immutable blind prediction log for a finished content draft: a seven-dimension score, bucket, probability distribution and counterfactuals, scored blind by a sub-agent.

XBuilderLAB/cheat-on-content

Records that a piece of content went live by writing its URL, platform and publish time into the prediction file header and state file, leaving the prediction text untouched.

XBuilderLAB/cheat-on-content

Ranks a pool of content topic candidates by composite score and recommends the top picks, each with a score breakdown, anchor comparison and a one-line reason.

XBuilderLAB/cheat-on-content

Scores a single draft against the project's rubric and prints the composite to the console only, with no files written and no prediction made.

XBuilderLAB/cheat-on-content

Develops one content topic at a time through conversation: you bring a theme or experience, the agent digs for angles and writes a draft, with an optional batch brainstorm mode.

XBuilderLAB/cheat-on-content