The analyst works in their usual IDE. UNO opens nothing: it just leaves two discreet badges in the status bar. Zero friction.
K is autonomous: it recognizes the case, selects what's reusable and offers it on its own. The analyst consults nothing — the suggestion appears by itself. It's the condition for knowledge management to stop dying.
When you want, you open G or K at the base of the IDE, like Terminal or Problems. The editor stays above, operative; the tab shows just enough: one control, two reusables. No panel that overwhelms.
G interrupts only on hard controls — a mandatory human review, a dual sign-off. Everything else is logged silently and kept as evidence. Silent by default: that way nobody mutes it.
When the case ends, K presents a pattern already drafted from the work's trail. The analyst curates and publishes it in one click — without writing from scratch. The shared asset grows and the next case starts higher.
What is a badge in the flow gets aggregated by level outside it: your work, your group, your organization. The general one carries the four falsification metrics — it's the screen that proves the thesis to the board. Three surfaces, three products.