🎙️The Model Won’t Keynote For You

Two things landed in the same 72 hours, and they are not a coincidence.

On Saturday, AI-Powered Women opened at MIT — sold out twice, bumped the capacity, still a line. The pitch was not “come learn ChatGPT.” It was: how do we make sure increasingly intelligent systems are guided by people who can still feel a room? Labs, not just keynotes. Certification in human-centered leadership, not another badge that says you clicked through a vendor deck.

On Thursday, CNBC dropped the Season 2 trailer for Changemakers: Women Leading in the Age of AI. One guest did not bother with soft language. She is “deeply, deeply, deeply concerned that AI will have a disproportionately negative impact on women.” Another said the people who win the next job market are the people who know how to use the technology. Fine. Except the Lean In / McKinsey data Sheryl Sandberg walked through on that same show says men at the entry level are already more than 50% more likely to be encouraged to use it.

So we have a pipeline that nudges one group toward fluency, then a stage that pretends fluency appeared by magic.

CIPS Ontario will spend Thursday night next week under a banner that should be taped to every engineering manager’s monitor: AI Skills Aren’t Enough: Closing the Leadership Gap. Forbes ran the companion argument last week: sales skill plus AI fluency is the fastest way into the room where decisions get made. Sales, in this context, is not cold-calling toner. It is public speaking in business clothing. It is making another human feel the cost of doing nothing.

If you have been waiting for the industry to say the quiet part — that your talk is the product — congratulations. The industry said it. In Cambridge. On cable. On a professional-association flyer.

Stop building talks like documentation

Most women in tech write talks the way they write design docs. Accurate. Complete. Fatal.

A design doc is a gift to the next engineer. A talk is a gift to a tired human who has 12 minutes and three Slack fires. If your slides could be emailed without you in the room, you do not have a talk. You have an attachment.

Here is the rebuild.

1. Pick a decision, not a topic.

“Generative AI in platform engineering” is a topic. “Why we should stop the agent rollout until on-call owns the failure story” is a decision. Organizers book topics. Audiences remember decisions. Your CFP, your lunch-and-learn, and your skip-level all get sharper when you can name the choice you want people to make when you sit down.

2. Open with the human cost, not the architecture.

The model is not the protagonist. The person who will get paged, displaced, misdiagnosed, or quietly erased by a ranking system is the protagonist. Angela Pitter has been on the TEDx circuit talking about AI and digital erasure for a reason: invisibility is a communications problem with a technical engine. If your first slide is a stack diagram, you have already told the room you are optional.

3. Give them one sentence they can steal.

Executives do not cite your appendix. They cite the line they can repeat in a meeting you are not in. Write that line on purpose. Stress-test it on a colleague who does not do your job. If she cannot say it back, it is not done.

4. Show the before/after in one breath.

“Before we added the eval harness, legal spent 11 days on every vendor. After, three.” That is a talk. The 19 slides explaining the harness are the handout.

5. End on a verb they can do on Monday.

Not “let’s continue the conversation.” A verb: freeze the rollout. Add one eval. Invite the on-call lead to the design review. Put a woman from the implementation team on the steering committee. If they cannot act, they will applaud and forget you.

The objection you can feel forming

“I don’t want to become a salesperson. I want to be taken seriously as an engineer.”

Heard. Also: the people already taken seriously as engineers are the ones who can walk a room through a tradeoff without a 40-slide crutch. Presence is not etiquette class. In an AI market, the person who can translate a model into a decision is the technical leader. The documentation can be generated. The judgment cannot. Neither can the pause after “which means.”

Women-centered rooms this month will get accused of preaching to the choir. Mixed stages will keep hovering around one-in-four women speakers and calling it a slate. Last week’s ANDICOM lineup in Cartagena landed at 45 women out of 183 speakers — 24.6%, which is the new “we tried.” You do not have to pick a side in that fight to do the work. Practice authority in the rooms that will have you. Then take the same 12 minutes into the rooms that will not.

Grace Hopper’s 2026 catalog is already live for late October in Anaheim. Session titles are already doing this job: playful career experiments in the AI era, beyond prompting, what you make possible for the next woman. That is the standard now. A tool talk with a diversity slide at the end will not clear it.

Your unfair advantage

You already do the hard part. You hold the system in your head. You know where it breaks. You have the story the vendor keynote will sand off. The only missing piece is the sentence that makes a stranger care before slide three.

AI can draft your outline. It cannot walk on stage and survive a skeptical question from the third row. That is still a human sport. Dress for it.

Do not “think about speaking more.” Do the week.

Monday: Write the decision, not the topic. One sentence: “When I sit down, I want this room to _____.” If you cannot finish it, you do not have a talk yet. You have a vibe.

Tuesday: Steal-test. Say your one repeatable line to someone outside your function. If they paraphrase it wrong, rewrite it tonight. Do not protect the clever version. Protect the portable one.

Wednesday: Film a 90-second version on your phone. No slides. Start with the human cost, land on the verb. Watch it once with the sound off. If your face never changes, the talk is still a document.

Thursday: Book the smallest real room you can get this month — team meeting, meetup lightning slot, internal AI guild. Send the organizer one paragraph and the decision sentence. Do not wait for GHC to practice being audible.

Friday: Reverse-engineer one session title from the GHC 26 catalog or from what leaked out of MIT. Write your title in the same shape: specific, verb-led, a little dangerous. Put it at the top of a blank doc. That doc is next quarter’s CFP.

Bonus move: Text one woman whose work you actually respect and say, “I have a 12-minute talk. Can I run it on you for 12 minutes next week?” Then honor the 12. No preamble about how it’s rough. Rough is the point.

Subscribe, forward this to the woman who keeps saying she’ll speak “when the work is ready,” and remember: the work is ready. The sentence is not. Go write the sentence.

🌞 Keep Shining,

Barkha