Inventory without mercy
You arrive with the live catalogue. We count, cluster, and mark events that cannot be explained in a sentence. No new instrumentation is allowed.
Flagship · 16 weeks · Kernel Chamber
A room for product trios who are tired of reporting “Day 7” without being able to name the action that Day 7 actually required.
Request a 2026 placeWhat you leave with
Modules
You arrive with the live catalogue. We count, cluster, and mark events that cannot be explained in a sentence. No new instrumentation is allowed.
Activation, habit, paid value, and churn warning. Four families, not forty. You will argue in writing why a candidate deserves a row in the ledger.
Enums, null policy, and the difference between a user property and an event property. Engineering joins for one critique so the bible is implementable.
Cohort construction, windowing, and the temptation to smooth. You write the paragraph that must sit under every retention chart you will ever present.
iOS ATT, Android background limits, web-to-app, and the lies that appear when you union those series. The Dacre Banks day sits here.
You present to your own stakeholders. We grade the residual: what remains unexplained, and whether you admitted it.
Instructor
Amrita spent nine years inside a Leeds fintech measurement team, the last four as the person who had to sign off any number that left the building. She joined Featurekernelbase in 2022 because vendor workshops kept teaching the interface and skipping the sentence. She still writes the property bibles herself.
Guest readers rotate: a Glasgow publisher’s data lead, a London health-app privacy counsel. Amrita remains the through-line.
Fee (informational)
The figure covers six seats sharing one catalogue — typically a PM, an analyst, and an engineer, with three flexible. Travel to Dacre Banks is not included. VAT is added where it applies. There is no checkout on this site; acceptance follows a written exchange. Full comparison on fees. Timing rules on refunds.
Questions we actually get
Only the first fortnight is a hard freeze. After that, new events may enter a quarantine list. They do not join the kernel row until they have an owner and a lie. Shipping product does not stop; vanity tracking does.
Then the bible records that limitation. We do not invent fields the pipeline cannot carry. Several teams leave with a shorter ledger than they wanted, which is preferable to a fictional one.
This studio will not make a sparse, poorly instrumented app look healthy. If your event volume is too low to support weekly cohorts, we will say so in week two and recommend pausing. We have done that twice. Fees for those seats followed the refund policy; we do not pretend critique can invent sample size.
No. Examples wander across tools because the ledger has to outlive whichever contract you sign next. If your team needs vendor certification, this is the wrong room.
From previous chambers
“Week four of Kernel Selection was the first time our engineer and I agreed on what ‘activated’ meant. We had been reporting it for two years.”
“The Dacre Banks day is long. Bring better shoes than I did. The property bible we finished on the train home is still the document we argue from.”
4 ★★★★☆ · “Amrita is precise to the point of being tiring. That is also why our board pack finally has a caveats paragraph that is not decorative.”
Places for the autumn chamber are considered from written notes, not from a form that takes a card.
Write to Amrita’s studio