what should I work on today?
One next block from your target role, interview stage, prior answers, open tasks, and actual weak spots.
Persistent plans, reported questions, market work, mocks, and private debriefs—coached through the AI you already use.
Install Pipeline agent→One next block from your target role, interview stage, prior answers, open tasks, and actual weak spots.
Role-matched questions with provenance and evidence—not an anonymous dump and never invented certainty.
One question at a time, adaptive difficulty, scored evidence, then a concrete update to the plan.
Only verified postings with a direct official apply page. Anticipated, historical, and closed programs are labeled separately.
Capture the questions, tone, surprises, and follow-ups privately, then turn them into the next prep block.