No demos, no hype, honest maps of where Claude changes real work, role by role: the workflows, the starter prompts, and the limits worth knowing about.
How professional developers actually use Claude: codebase archaeology, debugging, review, test generation, and Claude Code workflows, with the starter prompts and setup that make it stick.
Read the guide →How data scientists use Claude across the real lifecycle: profiling messy data, pandas and SQL pair-programming, statistical sanity checks, literature-grade skepticism, and stakeholder translation.
Read the guide →How PMs use Claude for the work that actually consumes the week: PRDs that survive engineering review, user-feedback synthesis, prioritization math, stakeholder communication, and sharper product thinking.
Read the guide →How to use Claude as a student without hollowing out your education: Socratic tutoring, feedback on your drafts, exam generation from your notes, research assistance, and where the academic-integrity line actually is.
Read the guide →Whatever your role, the pattern repeats: prompts get you started, Claude Code closes the loop, and the AgentsKit kits install the expertise, 89 agents, 122 skills, 181 commands.