
Dynamic ad budget liquidation: kill losers automatically
Marketing budgets are trading positions. The automated CPA-threshold rules that kill losing campaigns in 60 minutes, not 60 hours — and the 30% data caveat.

Marketing budgets are trading positions. The automated CPA-threshold rules that kill losing campaigns in 60 minutes, not 60 hours — and the 30% data caveat.

Automate the 72-hour gap between Stripe payment and project kickoff. The n8n pipeline that provisions portal, Slack channel, and welcome sequence on its own.

Seedance 2 + Hermes + Claude Code + OpenClaw — the agentic stack that runs a marketing campaign end-to-end. The pipeline, the math, the limits.

Workflow automation as a revenue driver, not a cost cutter. The taxonomy, the operator math, and the customer-facing AI that actually earns.

A field report on the actual architecture behind a billion-view-per-month AI content pipeline — topic generation, Nano Banana Pro and Flux for stills, Kling 3 for image-to-video, Remotion and CapCut for assembly, LLM-as-judge for slop rejection, and the distribution layer that doesn't get accounts banned.