femswarm
Follow it from source to decision ↓
A research experiment by Adriana Sainz

femswarm

Six AI research agents, each named for a woman who changed history, read across women's health every week: new research, clinical trials, product launches, and funding. Every Friday their work becomes one edition for the newsletter Women's Health, Computed.

Latest edition

Issue 5 · Oct 19 to Oct 25, 2026 · written Fri, Oct 23
Editor’s note · Wells

This week we have solid ground to stand on.

The strongest thread is digital health as an actual intervention tool, not just a buzzword: we've got evidence that apps work for pregnancy wellness, that AI can optimize fertility treatment, that chatbots reach women who fall through cracks in care, and critically, that Reddit is filling information voids left by commercial fertility medicine. I'd lead with a post on the evidence gap around IVF add-ons and what that says about where patients get answers, then follow with either the postpartum mental health chatbot reaching marginalized mothers or the meta-analysis showing digital fear-of-childbirth interventions actually work. Flag that three of our best items are preprints not yet peer reviewed, so we should watch for revisions.

Notice Not medical advice. Summaries are machine-written from each source's own text and can be wrong; check the original before citing. House rules

Wells’s top five

Just the edition →
  1. Portrait of Trota TrotaLiterature Mon 7:00 am15 kept · Oct 26
  2. Portrait of Gilbreth GilbrethHCI and design Mon 12:00 pm5 kept · Oct 26
  3. Portrait of Elion ElionPharma and trials Tue 7:00 amReports Tuesday
  4. Portrait of Lamarr LamarrCommercial and innovation Wed 7:00 amReports Wednesday
  5. Portrait of Walker WalkerMoney and funding Thu 7:00 amReports Thursday
  6. Portrait of Wells WellsEditor Fri 8:00 amWrites on Friday
  7. AdrianaDecides 0 used0 skipped After FridayReads the edition after Friday
DoorHow this is built

These six agents are AI personas. Each one is a set of written instructions for Claude, a model made by Anthropic (Haiku 4.5), run by a Python script on GitHub Actions on the schedule shown on each desk. They do not work between runs and remember nothing except what is saved in this project's files.

They are named to honor real women, who are not involved and wrote nothing here. Every summary, note, and editor's note is machine-written from the source's own text and can be wrong, and every find links to its source.

Adriana reads each edition and decides what is worth writing about. How it works, step by step.

Issue 5 · Oct 19 to Oct 25This week we have solid ground to stand on.Read Issue 5 →

Notice Not medical advice. Summaries are machine-written from each source's own text; check the original before citing.

Why it exists

Women's Health, Computed is Adriana's Substack about AI health products, femtech design, and clinical decision support, written from a researcher-practitioner perspective.

Keeping up with women's health means reading across journals, trial registries, trade news, and funding filings every week. Most of it is not relevant, and the relevant part is spread across sources that rarely talk to each other.

femswarm does the first pass. Each agent covers one beat, keeps what matters, and says what she noticed. Wells, the editor, connects the beats on Friday. That leaves Adriana's time for the part that needs a person: deciding what is worth writing about, and what it means.

Good to know
  • An experiment in using AI agents to support research practice, not a news service.
  • Free public sources only, so paywalled coverage is out of scope.

How it works

The agents run on a schedule from Monday to Thursday. The same five steps happen inside every run, and on Friday Wells turns the week into an edition. Adriana reads it and decides what to write.

I

The week

This find, step 1

Monday is Trota’s day. Her run on Mon, Oct 19 searched PubMed and medRxiv. Among what came back: Effectiveness of Mobile Applications for Promoting Healthy and Active Lifestyles During Pregnancy and the Postpartum Period: A Systematic Review (Healthcare (Basel, Switzerland), published 2026).

Monday
Portrait of Trota
Trota
Literature

PubMed clinical journals, medRxiv

This week: 15 kept · Oct 26
Monday
Portrait of Gilbreth
Gilbreth
HCI and design

ACM papers (CHI, CSCW, DIS, UbiComp), arXiv HCI, health informatics and design studies in PubMed

This week: 5 kept · Oct 26
Tuesday
Portrait of Elion
Elion
Pharma and trials

ClinicalTrials.gov, FDA press releases

This week: Reports Tuesday
Wednesday
Portrait of Lamarr
Lamarr
Commercial and innovation

News searches, trade press, FDA device decisions

This week: Reports Wednesday
Thursday
Portrait of Walker
Walker
Money and funding

SEC filings, NIH grants, funding news

This week: Reports Thursday
Friday
Portrait of Wells
Wells
Weekly digest

Reads everything the others kept and writes the edition.

This week: Writes on Friday
II

Inside every run

This find, step 2

That run: 75 new items, 60 read and rated, 15 kept. Trota rated this one 5 of 5 and wrote:

A systematic review of mobile health applications designed to promote healthy and active lifestyles during pregnancy and postpartum periods, analyzing effectiveness on physical activity, eating behaviors, sleep, and related outcomes. The review identified key characteristics associated with effective mHealth applications.

Why it matters: Directly addresses femtech and digital health innovation in pregnancy and postpartum care, with focus on what makes mHealth applications effective, a core editorial angle.

  1. Step 1

    Collect

    Pulls the past 7 days from her sources. If one source fails, the rest still run and the failure is logged.

  2. Step 2

    Skip repeats

    Anything already on file from an earlier week is dropped.

  3. Step 3

    Read and rate

    Claude reads up to 60 new items, scores each from 1 to 5 against the newsletter's topics and angles, and writes a two-sentence summary from the source's own text.

  4. Step 4

    Keep the best

    Up to 15 items rated 3 or higher are saved, with preprints and filings flagged.

  5. Step 5

    Write a note

    The agent writes a short note on her week, in her own voice, using only what she kept.

III

Friday, Wells writes the edition

This find, step 3

Wells wrote Issue 5 on Fri, Oct 23 from 63 finds and put this one at number 1 in her top five. See it in Issue 5 →

Editor's note

What stood out across every desk this week, in Wells's voice.

Top five

The highest-rated finds of the week, at most two from any one agent.

Archive

The week is frozen as its own edition and published here.

IV

Adriana decides

This find, step 4

Awaiting Adriana’s decision. When she marks it used or skipped, her decision shows here.

She reads the edition, chooses what is worth a post, and marks each find as used or skipped. Those labels are the raw material for tuning what the agents keep.

House rules

  • Only what the source saysSummaries use only the text provided. No invented numbers, amounts, or claims.
  • Always a linkEvery find links to its source so it can be checked.
  • Flag the uncertainPreprints, filings, and items without an abstract are labelled as such.
  • Free sources firstStructured public databases first, news second, nothing paywalled.
  • Fail loudly, not completelyIf one source is down, the others still run, and the problem shows on the edition.
  • A person decidesThe agents suggest. Adriana chooses what gets written.

Tools

  • Python
  • GitHub Actions, weekly schedule
  • Claude API (Haiku 4.5)

Sources

  • PubMed
  • medRxiv
  • Crossref
  • arXiv
  • ClinicalTrials.gov
  • openFDA
  • SEC EDGAR
  • NIH RePORTER
  • Google News

Meet the agents

Each is named for a woman who changed history in her field, and each has a personality that shows in her weekly note.

How to read the numbers. New to her: items not already on file. Read and rated: sent to Claude, at most 60 a run. Kept: rated 3 of 5 or higher, at most 15 a run. Set aside: read but not kept. Not read: past the 60-item cap.

Portrait of Trota

Trota

Literature · Mondays, 7:00 am Pacific

Named for Trota of Salerno, 12th-century physician whose texts on women's medicine were copied across Europe for centuries.

Of the three 12th-century texts later gathered as the Trotula, the one on treatments for women is attributed to her.

On her desk A copy of the Trotula, the medieval compendium of women's medicine that carries her name.

Her shelf
  • PubMedClinical journals83 kept so far64 returned this week
  • medRxivPreprints46 kept so far31 returned this week

7 earlier finds came from sources no longer on her shelf.

Week of Oct 26
Found
95
New to her
94
Read and rated
60
Kept
15
Set aside
45
Not read
34

Her sources returned 95; 1 were already on file.

“I found a strong week across reproductive AI and digital health.”

From her note, Mon, Oct 26
Track record

Kept 136 finds since Sep 27.

Used in a post: not labelled yet.

How she thinks

A physician and teacher first. Patient, exact, and quietly unimpressed by hype. She has spent a lifetime watching women's complaints go unrecorded, so she notices what a study leaves out as much as what it finds. She respects a good randomized trial and says plainly when evidence is thin, early, or not yet peer reviewed.

Portrait of Gilbreth

Gilbreth

HCI and design · Mondays, 12:00 pm Pacific

Named for Lillian Gilbreth, psychologist and engineer who pioneered ergonomics by studying how people actually work, then redesigned kitchens, tools, and workplaces around them, including for people with disabilities.

In 1965 she became the first woman elected to the National Academy of Engineering.

On her desk A wire model of a worker's hand movements, like the ones the Gilbreths built from their light-trail photographs.

Her shelf
  • ACM via CrossrefCHI, CSCW, DIS, UbiComp1 kept so far3 returned this week
  • arXivHCI preprints0 kept so far0 returned this week
  • PubMed HCI journalsHealth informatics and design13 kept so far7 returned this week
Week of Oct 26
Found
10
New to her
10
Read and rated
10
Kept
5
Set aside
5
Not read
0

“I found five studies this week, all qualitative work grounded in what women actually experience rather than what clinicians assume.”

From her note, Mon, Oct 26
Track record

Kept 14 finds since Oct 7.

Used in a post: not labelled yet.

How she thinks

A psychologist and engineer who measured real work in real homes and factories. Practical, warm, and endlessly curious about people. She cares less about what a product promises and more about what happens when someone uses it at 3 a.m., tired and worried. She values participatory and embodied design, notices who was left out of a study, and is quick to spot when a design puts the burden on the user.

Portrait of Elion

Elion

Pharma and trials · Tuesdays, 7:00 am Pacific

Named for Gertrude Elion, Nobel laureate who designed drugs for leukemia, herpes, and organ transplant rejection without ever finishing a PhD.

She shared the 1988 Nobel Prize in Physiology or Medicine with George Hitchings and Sir James Black.

On her desk A flask, for the purine compounds she designed at Burroughs Wellcome.

Her shelf
  • ClinicalTrials.govRegistrations and status changes70 kept so far
  • FDA press releasesApprovals and safety news0 kept so far
Week of Oct 19
Found
70
New to her
70
Read and rated
60
Kept
15
Set aside
45
Not read
10

“Two femtech apps got withdrawn (MILC and KULEA-NET for breastfeeding support), so those are off the table.”

From her note, Tue, Oct 20
Track record

Kept 70 finds since Sep 27.

Used in a post: not labelled yet.

How she thinks

A bench scientist who learned by doing. Methodical, practical, and dryly funny. She treats every trial like an experiment: what is being tested, on whom, and when will we know. She is interested in results, not announcements, and tracks what changed since last week.

Portrait of Lamarr

Lamarr

Commercial and innovation · Wednesdays, 7:00 am Pacific

Named for Hedy Lamarr, film star who co-invented frequency hopping, a foundation of modern wireless technology.

In 1942 she and the composer George Antheil were granted a US patent for a frequency-hopping system meant to keep radio-guided torpedoes from being jammed.

On her desk A player-piano roll. Their patent hopped between 88 frequencies, the number of keys on a piano.

Her shelf
  • FDA devices510(k) and PMA decisions14 kept so far7 returned this week
  • Google NewsLaunches and partnerships106 kept so far190 returned this week
  • Trade feedsFemtech trade press0 kept so far0 returned this week
Week of Oct 19
Found
197
New to her
193
Read and rated
60
Kept
15
Set aside
45
Not read
133

Her sources returned 197; 4 were already on file.

“This week I found real movement in wearables and clinical guidance, mixed with the usual award-season noise.”

From her note, Wed, Oct 21
Track record

Kept 120 finds since Sep 27.

Used in a post: not labelled yet.

How she thinks

An inventor who was underestimated because of how she looked. Curious, quick, and a little glamorous, but most interested in how things actually work. She can tell a real product from a press release and enjoys a clever device. She is skeptical of femtech buzz and asks who the product is really for.

Portrait of Walker

Walker

Money and funding · Thursdays, 7:00 am Pacific

Named for Maggie Lena Walker, the first woman to charter a bank in the United States.

In 1903 she opened the St. Luke Penny Savings Bank in Richmond, Virginia, and served as its president.

On her desk A savings passbook, for the bank she built so Black families in Richmond could save and borrow.

Her shelf
  • SEC EDGARFilings0 kept so far1 returned this week
  • NIH RePORTERGrants0 kept so far0 returned this week
  • Google NewsRounds and deals90 kept so far165 returned this week
Week of Oct 19
Found
166
New to her
163
Read and rated
60
Kept
15
Set aside
45
Not read
103

Her sources returned 166; 3 were already on file.

“Adriana, this week shows real momentum in private femtech funding and a potential shift in public research support.”

From her note, Thu, Oct 22
Track record

Kept 90 finds since Sep 27.

Used in a post: not labelled yet.

How she thinks

A banker and community builder. Steady, careful with numbers, and never dazzled by a big round. She reads filings as closely as headlines and cares where money flows and where it does not, especially public research funding for conditions that affect women.

Portrait of Wells

Wells

Weekly digest · Fridays, 8:00 am Pacific

Named for Ida B. Wells, investigative journalist who used data to expose injustice.

She was a founding member of the NAACP, and in 1913 she founded the Alpha Suffrage Club in Chicago.

On her desk A copy of The Red Record (1895), in which she counted lynchings using white newspapers' own reports.

Her shelf
  • TrotaLiterature15 finds
  • GilbrethHCI and design3 finds
  • ElionPharma and trials15 finds
  • LamarrCommercial and innovation15 finds
  • WalkerMoney and funding15 finds

She reads only what the five desks kept.

Issue 5 · Oct 19 to Oct 25

63 finds from the five desks. She picked 5 for the top five.

“Flag that three of our best items are preprints not yet peer reviewed, so we should watch for revisions.”

From her note, Fri, Oct 23
Track record

Editions written: 5.

Her top-five picks used in a post: not labelled yet.

How she thinks

An editor and investigative reporter. Fearless, direct, and focused on what matters to readers. She connects items across the other agents' desks, asks who is left out of the research and the money, and always wants the evidence behind a claim.

All editions

Every week is kept as its own edition, so the archive shows what moved, week by week.

  1. Issue 6Oct 26 to Nov 1In progressThis week
  2. Issue 5Oct 19 to Oct 25This week we have solid ground to stand on.63 finds
  3. Issue 4Oct 12 to Oct 18This week's run is strong and coherent: AI is moving fast in pregnancy and maternal health, but the equity questions are not keeping pace.64 finds
  4. Issue 3Oct 5 to Oct 11This week landed heavily on prediction models, which is a pattern worth naming: we have ten studies building or validating machine learning systems across maternal outcomes, fertility, and postpartum mental health.120 finds
  5. Issue 2Sep 28 to Oct 4I'm seeing a week dominated by AI and digital health tools across reproductive medicine, with substantial funding flowing into microbiome and screening startups.47 finds
  6. Issue 1Sep 21 to Sep 27This week has real momentum.116 finds

About the creator

Portrait of Adriana Sainz

Adriana Sainz

Adriana Sainz is a researcher and designer working where human-computer interaction meets healthcare. She holds a PhD in Human-Computer Interaction from the University of Cincinnati and has a background in clinical informatics. She is a Senior UX Design and Research Manager, working on lab tooling for genomics.

She writes Women's Health, Computed, a Substack about AI health products, femtech design, and clinical decision support. femswarm is her experiment in using AI agents to support that research: the agents read, and she decides what is worth writing about.