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How it works

An interview at one company. A certification. What changed in gen AI this quarter. How to build with Claude agents. Researched from real sources the day you ask. Every claim links to a dated source.

  1. Intake

    You say what you need to understand, in one sentence. It works out the shape (a company and role, an exam, or a subject), fills in the details and hands them back for you to correct. Optional: paste the job description or your resume so the plan fits your gaps.

  2. Outline in about 20 seconds

    A first outline appears almost immediately so you can start reading and correcting.

  3. Research lanes

    Parallel research runs lane by lane, each aimed at the sources that answer it: the company's own materials, filings, press, named-outlet reporting, official exam guides and documentation. Rumour and dump sites are blocked outright. Every finding keeps its URL, quote and date.

  4. Modules stream in

    8 to 10 modules, or 8 to 12 modules for a test or certification, with callouts, tables, quizzes and flashcards, written from the research digest. Numbers and dates carry source references.

  5. Prep layer

    Likely questions with talking points, a cheat sheet, and a day-by-day plan computed from the minutes per day you have. With a date it runs to your date; without one it is a 14-day loop.

  6. Final check

    A second pass checks for contradictions, unsourced claims and stale dates, and every link is verified. Only then is the pack ready, 12–18 minutes in.

See each part in the sample pack: Day-by-day plan · Likely questions · Cheat sheet · Practice · Sources

What we refuse to generate

  • Leaked or “asked last week” interview questions, interviewer profiles, or anything about private individuals
  • Private-company financials, rumors, layoffs, lawsuits or misconduct claims
  • Content scraped from Glassdoor, Blind, levels.fyi or LinkedIn
  • Exam dumps or brain-dumps