cipher 's Work | ContraWork by cipher
cipher

cipher

entrepreneur and developer

New to Contra

cipher is building their profile!

I built the thing I wished existed — an agent-driven ad pipeline — on @melius, and used it to ship a full brand campaign for Stratos Markets, my prediction-markets startup, in an afternoon. I program agentic systems for a living but had yet to attempt fully autonomous agentic media workflows. So I treated it as a build problem: a six-beat brand runbook as the spec, one brand anchor as source of truth, Melius wired to Claude Desktop over MCP, Claude Opus 4.7 executing the canvas node by node. I never placed a pixel, just reviewed outputs against spec. The canvas mapped cleanly to how I already build: typed nodes, deterministic outputs, a graph I can reason about. That fit is what let an engineer ship a brand-coherent campaign in an afternoon. 30s walkthrough below.
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