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Documentation Index

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LinkedIn Research app rendering a research brief and talking points beside a public LinkedIn profile
Prepare conversation notes from the visible profile.
  • Page · LinkedIn profile
  • Action · Prepare conversation notes
  • Result · Notes and talking points

The problem

Prep without a blank page. You are looking at a profile before a call or intro and need useful notes, not a generic bio rewrite.

The prompt

A natural prompt for your coding agent:
Build a LinkedIn profile app.
Use the visible profile to prepare concise conversation notes: context, a useful angle, and three questions.
Avoid personal inferences. Only use details visible on the page.

Iterations

1

First pass

Build a LinkedIn profile app. Read what's visible and give me a
quick brief on this person.
2

Drop the recruiter voice

Reads like a recruiter pitch — "innovative leader passionate about
transforming…". Cut every adjective. Stick to verifiable facts
only, no marketing voice.
3

Restructure

Less paragraph, more useful. Reformat as:
  - 3 lines of professional context
  - 1 angle worth bringing up
  - 3 questions to ask
No prose.
4

Cite the profile

For every claim, point at where on the profile it came from —
"current role", "Featured post from March", "About section paragraph 2".
If a claim has no source visible on the page, drop it.
5

Stop inferring personal stuff

You wrote "likely a parent" because there was one family photo.
Don't infer family, religion, age, anything personal. Only what's
literally stated in professional content.
6

Regenerate, shorter

Add a Regenerate button that produces a tighter version (half the
lines). Useful when I want it small enough to glance at on mobile
right before a call.
7

Side panel + nothing social

Open the brief in a side panel next to the profile. Add a Copy
notes button. Make sure the app never sends a message, requests
a connection, follows, or reacts to anything.

Result

  • The app produces conversation prep beside the profile.
  • Notes focus on professional context and useful questions.
  • The output is short enough to use before a meeting.
  • It does not send messages or change LinkedIn.

Try it

Install Airglow

Clone the SDK repo and load the Chrome extension.

View source

Browse the LinkedIn Research app under airglow-apps/linkedin-researcher/.