Knowledge — Blog

Notes from the work.

Written by the people doing the delivery. Opinionated, occasionally uncomfortable, and specific enough to disagree with.

Completion is not readiness

Almost every learning platform reports completion percentage. It is the least useful number an institution can be given.

01 — All articles

After three hundred campus drives, the failures are boringly consistent — and almost none of them are about candidate quality.

28 Jun 2026

An assistant that completes the assignment destroys the only signal the platform exists to produce. Designing against that is harder than it sounds.

10 Jun 2026

If your software only works on good connectivity, it does not work. Notes from building for tier-three campuses.

22 May 2026

The transformation programme a twenty-person manufacturer needs is almost never a transformation programme.

6 May 2026

Recruiters have learned to ignore the certifications section. The sector did that to itself, and it is fixable.

19 Apr 2026

Genuinely — tell us. Several of these positions changed because a head of department pushed back hard on an earlier version.