AI product judgment starts before the scorecard
What Hamel Husain and Shreya Shankar’s 2026 Lenny’s Newsletter essay changes about an AI PM portfolio.
Source: Lenny’s Newsletter — Hamel Husain and Shreya Shankar ·
The research desk / Blog
Ideas from the people building AI, products and businesses—translated into practical career research for your next move.
50 independent syntheses · Primary source window: October 2025–October 2026
Explore the article library ↓Better questions.
Clearer choices.
A stronger shortlist.
From the research desk
What Hamel Husain and Shreya Shankar’s 2026 Lenny’s Newsletter essay changes about an AI PM portfolio.
Source: Lenny’s Newsletter — Hamel Husain and Shreya Shankar ·
How to use Stanford HAI’s 2026 report as context for your job search while keeping the unit of evidence clear.
Source: Stanford HAI ·
A current model-risk reading exercise for applicants who need to distinguish historical foundations from today’s guidance.
Source: Federal Reserve Board ·
Five ways into the research
One useful read from each topic. Choose a question worth exploring, then follow the original source.
Find your next read
Search by role, skill or source. Newest original sources first.
50 articles
Read the October 2026 final toolkit without confusing it with the earlier consultation or a new binding law.
Source: Financial Stability Board ·
Jane Street’s Flex Model write-up is a useful reading exercise for quantitative developers interested in systems behind models.
Source: Jane Street ·
Atlassian’s 2026 account explains field-to-product work; a separate official OpenAI posting illustrates why salary needs role and location context.
Source: Atlassian ·
Use a public engineering retrospective to distinguish research, software, operations and strategy work at a trading firm.
Source: Jane Street ·
Use BCG’s leadership framing to organize strategy, experimentation and responsible delivery evidence.
Source: BCG ·
Mihaela Nistor’s 2026 remarks frame AI adoption as an institutional adaptation problem with a human learning dimension.
Source: Federal Reserve Bank of New York ·
What Hamel Husain and Shreya Shankar’s 2026 Lenny’s Newsletter essay changes about an AI PM portfolio.
Source: Lenny’s Newsletter — Hamel Husain and Shreya Shankar ·
Carta’s senior post-training role illustrates why title, location, cash compensation and equity must stay attached to a number.
Source: Carta employer posting via a16z portfolio jobs ·
Turn reading into a next step
Compare requirements and sponsorship evidence before you apply. A career trend or a company’s research does not establish support for a particular vacancy.
Find opportunity records →