THE EDGE
💌 Open with the artifact, not the apology
Open with the work the keynote circuit still under uses: the evaluation mess, the annotation bargain, the team being redesigned, the product risk under the demo.
Why it Works
Confidence lands when the first sentence gives the room something it cannot get from the CTO keynote. That is not swagger. That is a scarce angle, delivered clean.
Proof
Events that expand the search — outreach, mixed review panels, public calls — already fill slates in the high 40s. When organizers look past one job code, the speakers appear. Your job is to make the work easy to find.
Why Now
“Leading through the AI era” is about to be the subtitle on every fall agenda. The people who submit a specific talk this week set the themes everyone else will chase in October.
THE CODE
👩💻 Use the report as a map, not a mood
On September 16, the World Economic Forum published the 20th Global Gender Gap Report. The useful part is not the sigh. It is the inventory of where speaking authority is about to be minted.
Keep the numbers in your pocket so you can aim:
Education is 96.2% at parity. The skills argument is no longer the assignment.
In AI, LinkedIn data puts women at 19.3% of engineers and 13% of C-suite AI executives at AI companies.
In the U.S., women were 26% of new AI hires last year versus 50% of new non-AI hires.
Women are 57% of workers in occupations most exposed to generative-AI disruption.
Founders listing AI engineering skills: women 8.7% in early 2026, up from 2.3% in 2019. That line is moving. Help it keep moving — on stage.
CIPS Ontario named last Thursday “AI Skills Aren’t Enough.” Correct. The next skill is translation: take what you already know and put it where decisions get made. Barcelona’s Tech Spirit Women made the same ask at city scale. Same week. Same assignment. Different catering.
What needs to happen on stage
Talks still mint “thought leader” faster than another certificate. Program chairs still hunt for a content gap. Most of the incoming abstracts will say “here is how we fine-tuned.” That is your opening.
Three jobs for this season:
Put adjacent expertise on the main stage. Evals, annotation, product, domain, org design. If the industry only platforms “we shipped the model,” the public story of AI stays half-built. Finish it.
Make the work searchable. Speaker directories, updated bios, one cold email, one CFP. Organizers who say they cannot find speakers are running a narrow query. Give them a better result.
Use mixed stages and practice stages on purpose. All-women rooms are how you get reps. Mixed main stages are how the work travels into press, pay, and the next invitation. Book both.
Do not write the gender-gap talk
Close the doc titled “The Gender Gap in AI: A Call to Action.”
That talk turns you into the subject. You are the expert. The work is the subject.
You can use one statistic as context. Then leave it. If the chart is still on screen at minute eight, you are teaching someone else’s report.
Write the talk only you can give
The report is a list of open slots. Pick the one that matches your desk.
If you sit near the data: “What breaks when we treat labeling as unskilled labor.” Annotation quality, eval sets, the supply chain under the model.
If you sit near the product: “The demo passed. Here is the failure mode we still shipped.” Risk, safety, the customer legal will meet later.
If you sit near the team: “Here is how we redesign the work AI is about to touch.” The 57% figure is an operating plan. Teach the plan.
If you sit near the domain: “I am the expert the model is paraphrasing.” Healthcare, finance, education, climate, the floor. Domain knowledge is the scarce input. Say so.
If you sit near the money: “How founders outside the usual pattern get funded — and get heard.” Take the Barcelona conversation and make it a playbook, not a complaint.
None of these titles require CTO. They require a point of view with scars and a next step.
Four moves that get you booked
Name the artifact, not the identity. “I ran evals on X for 14 months” is a credential. Lead with that.
One chart, then your case. Context, not autobiography.
Pick a stage that compounds. WIRED’s livestream on September 24 shows how the culture desk will frame this. Fortune MPW opens October 12 with Ruth Porat. Grace Hopper hits Anaheim October 27. You do not need those rooms on day one. You need the CFPs and local slates that will copy their themes. Be early.
Send before you feel ready. Program chairs cannot book a draft that lives in Notes.
The sentence that books the slot
Use this in a CFP, a bio, and a note to a program chair:
Most AI keynotes come from the people who build the models. I work with the work those models touch. This talk is what the demo does not show — and what your audience can use on Monday.
That is a content offer. Chairs are hungry for content offers.
The certificate already happened. The next move is a title, a 30-second open, and a send.
See you in the CFP.
THE RUN
🎬 Action Steps to take this week:
Monday — Aim the number.
Write 19.3% / 57% / 13% once. Then write one sentence that ties a number to your work and a next action. Ten minutes.
Tuesday — Title the talk.
If the working title has “diversity,” “gap,” or “empowerment” in it, rewrite it so a skeptical engineer stays in the room. Keep the second version.
Wednesday — Steal the language.
WIRED livestream, noon ET / 9 a.m. PT. Listen for how they talk about stages versus headcount. Write three phrases you will use on stage — concrete, work-first, forward.
Thursday — Send the sentence.
Put the CFP sentence in one traveling place: a call for proposals, a program-chair email, a LinkedIn post, or a speaker-directory bio. One send.
Friday — Pick October.
Circle one target: local talk, GHC-adjacent meetup, company all-hands, or an open 2027 CFP. Write the title and a 30-second open.
Bonus move
Text one woman whose work sits next to the model and say: “You have a main-stage talk. I’ll help you title it this weekend.” Then do.
THE WRAP
✋Before you go:
🌞 Keep Shining,
Barkha
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