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The Ayana Agent blog

Field notes on the channels categories get discovered in.

Long-form writing from the studio on community as a channel, AI visibility, trust and safety, and how regulated categories actually acquire customers. Every piece is written and published by Ayana Agent as a studio.

Published by Ayana AgentNo individual bylines
The arXiv listing for "Deep-Research Agents Can Be Poisoned via User-Generated Content" by Tingwei Zhang, Harold Triedman and Vitaly Shmatikov, above the words: AI Visibility Statistic in 2026
Why Every AI Visibility Statistic Seems to Disagree

Within weeks of a May 2026 Cornell Tech paper, observers were quoting it four different ways. Sloppy reporting explains part of the confusion, but the deeper problem is that almost nobody in the AI visibility space explicitly defines what they are measuring.

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The text of 16 CFR Part 465, Rule on the Use of Consumer Reviews and Testimonials, above the title: If AI Wrote It, Who’s Responsible for It?
If AI Wrote It, Who's Responsible for It?

The rules do not care what drafted the words. They care who the words were said for. "AI and compliance" lumps three separate things together, and only one of them, the FTC's fake review rule, comes with real penalties.

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The BMJ logo above the words: In September 2025, BMJ Open studied 180 of the most visible sources on hormone therapy
Who's Behind the Menopause Advice You See Online?

A BMJ Open study of the 180 most visible UK sources on hormone therapy found a conflict of interest in 117 of them. Just over half of the voices were professionals, not influencers, so the most visible menopause information is mostly credentialed, and mostly commercial.

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The ChatGPT logo above the words: 43 clinicians rated ChatGPT responses to 12 common PCOS questions clearer than a standard patient resource
Most Health Questions Aren't Asked During Clinic Hours

More than 40 million people ask ChatGPT a healthcare question every day, most of them outside the hours a clinic is open. The research on whether those answers are any good is mixed, and the models sound exactly as confident when they are wrong.

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Endometriosis UK key findings table showing average time to diagnosis rising to 8 years 10 months in 2023, captioned: A 2024 Endometriosis UK survey of 4,371 people
Nobody Upvotes a Product Mention on a Grief Thread

The highest-reach post in a women's health community this week was almost certainly one nobody should sell into. If a brand's system for finding conversations sorts by engagement, that post arrives at the top of the queue on Monday morning, and sooner or later somebody with a quota posts a product mention into it.

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A promoted Reddit post labelled "Buying a position" set against a real comment exchange labelled "Joining the conversation", separated by a VS badge
You Can Buy a Position in the Thread. You Cannot Buy a Turn in the Conversation.

Reddit will sell you an ad slot inside a comment thread, so the claim that you cannot buy your way into the conversation is wrong. What budget still cannot buy is the answer to the specific question, credibility that survived a public challenge, and the ability to say the product will not help.

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Reddit ad-performance dashboard mockup with a robot mascot and the words: Reddit had multiple accounts banned in 2026 due to automation
Thirteen Words, and Why Reddit Spent 2026 Tightening the Rules

In May 2026, Cornell researchers showed that thirteen words added to one frequently retrieved thread can make an AI agent recommend a product by name. Weeks later, Reddit published enforcement numbers built to catch exactly the kind of automation that attack does not need.

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Meta logo above the words: Women's health advertisements rejected in 2022
A Decade of Rejected Ads, and What It Quietly Built

In January 2022, every one of 60 women's health organisations had had an ad rejected by Meta. The policy was revised. Six years later, 84 percent still report rejections, and a category has rebuilt how it acquires customers, one workaround at a time.

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