Upsoma now uses one learning-path agent from the first question through the saved path.
- One guided conversation. Describe what you want to learn, answer up to four focused questions when more context is needed, and receive a concrete path without moving between separate planning agents.
- A path shaped around you. Your goal, background, readiness evidence, and current posting intelligence inform which skills appear and how the chapters are ordered.
- A simpler catalogue. Skills, roles, domains, and aliases remain reusable catalogue records. Posting intelligence owns market evidence, while each saved learning path owns its learner-specific sequence.
- Clearer continuation. The roadmap unlocks chapters in the saved path order and keeps content, assessments, readiness evidence, outcomes, sharing, and check-ins connected to canonical skill identifiers.
- Retired legacy machinery. The old global skill graph, publication workflow, proposal review tools, version fields, public pages, and maintenance jobs have been removed.