2 Content Operations AI Agents, Live in Production.

Content operations is where quality is quietly lost to throughput. Research is the first casualty: a writer under deadline uses whatever a search returns on the first page, and the draft carries facts with no recorded source, so nobody downstream can verify a number and it survives into publication because checking it would take longer than trusting it. Repurposing is the second. One article is supposed to become posts across several channels, but the practical method is to paste the same text and cut it to fit, which produces something that reads as an excerpt on every channel and as native on none — and the character limits get discovered at posting time.

These agents keep the provenance and respect the format. Content Research researches a topic from a brief grounded in live web results and your own reference library, and returns a cited draft. The citation is the whole point: an uncited draft is a set of assertions somebody has to re-verify, and in practice nobody does. Social Media Post Generator turns one piece of source material into posts written for each channel you pick, with the character limits respected — written for the channel rather than trimmed to it, which is the difference between a post and a truncation. Two agents cover this process, and both produce drafts; nothing is published, consistent with everything else here that would appear under the company’s name.