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Atlas

Career, leadership and personal development

Lessons for the person rather than the firm.

  • FrameworkArtificial intelligenceLetter located

    Coding is a task and innovation is the purpose: automate the task, keep the job

    Name the purpose of a job separately from its tasks; automation changes the tasks and leaves the purpose to be done better or worse.

    Answering what AI changes about an analyst role, planning a career, or assessing headcount claims in a bank.

    From NVIDIA's fiscal 2026 letter from Jensen Huang · Jensen Huang

  • Career lessonCareersBook

    Breadth beats early specialisation in unpredictable fields

    In a field where the rules keep changing, a late specialist with range usually outlasts an early one without it.

    Explaining a non-standard background, choosing between a narrow and a broad early role, or answering why you changed direction.

    From Range · David Epstein

  • LessonInvestingDocumentary

    Compounding needs an uninterrupted run more than it needs a good year

    Duration beats brilliance in compounding; arrange your life and portfolio so you are never forced to stop.

    Thinking about personal finance, about a long career, or about why survival matters more than any single year's return.

    From Becoming Warren Buffett · 2017

  • Career lessonCareersBook

    Depth on four firms beats applications to forty

    Most offers come from a few deeply prepared applications, so prepare deeply rather than widely.

    Deciding where to apply, how many applications to make, and how to allocate the weeks before deadlines.

    From The 80/20 Principle · Richard Koch

  • Career lessonCareersBook

    Networking works when you are useful before you are needy

    Lead with something useful to the other person; a request with nothing attached is ignored by anyone worth reaching.

    Cold outreach, coffee chats, and off-cycle recruiting where there is no process to carry you.

    From Never Eat Alone · Keith Ferrazzi

  • Career lessonCareersBook

    Preparation compounds in uninterrupted blocks and not otherwise

    Schedule the uninterrupted block first; the preparation that matters cannot be done in the gaps.

    Planning interview preparation, or any period where learning something structurally complex has to fit around other work.

    From Deep Work · Cal Newport

  • ArgumentArtificial intelligenceVideo located

    Which parts of the analyst job compress, and which get more valuable

    Prepare for the parts of the job the tools make scarce, judgement and client sense, rather than the parts they make cheap.

    The interview question about what AI changes for an analyst, and planning what to get good at before you start.

    From Goldman Sachs CEO David Solomon on AI, Debt and America’s Future · Prof G Markets