wubbery://ai-infrastructure — training fleets, inference platforms, neoclouds

You bought the capacity. The graphs say it is busy. The work does not match either.

Not a claim about your team — arithmetic about the workload. Utilisation can read high on a fleet that is returning very little, which is why buying more of it disappoints. WUBBERY finds the configuration that reaches the silicon you have already paid for, and tells you plainly when more hardware is not the answer.

Start a free shadow run Measure your fleet See the measurements Pricing

0.0%Return on doubling compute for a workload that was never short of it

91×More reachable compute after retuning, with no hardware purchased

1 / 18 hrUncorrectable HBM interruptions on a published 16,384-GPU run

What actually binds

Utilisation is not the number you think it is

Busy is not the same as productive. A fleet can read as nearly full while doing a fraction of the work it could, and more hardware returns nothing at all. We show how much of what you bought is really working, and recover the rest, before the next purchase order.

A GPU count is not a placement

The dashboard shows spare capacity while the queue does not move, and jobs run slower than they did last week with nothing visibly changed. We return the configuration that clears it.

At fleet scale, memory failure is routine rather than exceptional

A published frontier run recorded 72 interruptions from uncorrectable memory errors across 54 days on 16,384 accelerators. On a synchronous job every one of those stops the entire run, so one device's memory health is a property of the whole cluster's throughput — and devices signal before they fail.

Measured, on a named alternative

Guards are reported blocked-of-attempted, never as a percentage — “zero violations” without the attempt count is a claim about nothing. Each is posed against a case that passes the check the industry already runs, because a guard that only catches obvious mistakes measures nothing.

Checked on this workload

9 measured checks run here, of which 9 refuse a target outright rather than degrade toward it. You see every one of them, against your own traffic, in a proof of concept.

23 of 23 blocked

What it moves for you — WUBBERY off, then on

Every pair below is the same measurement with WUBBERY switched off and then on, under the condition printed beside it. Your own traffic replaces the population in the shadow run.

reachable compute

Without1×With WUBBERYup to 91×

no hardware purchased

Compute you already own and cannot reach today. Nothing is bought.

What it means for you

This is the same measurement, WUBBERY off and then on. The only way to know what it does on your traffic is to watch it there: a free shadow run serves everything exactly as you do today and shows both columns, live, for you. Nothing replaced, nothing bought, nothing owed unless it wins.

Start a free shadow run

per request served — 3.04–3.20 million a second on a Google Cloud c3 server

Measured1.856–1.926 µs

Google Cloud c3-standard-8, whole machine, measured across multiple runs on separate instances; the slowest run is the one published

One cloud server serves three million requests a second. Then ask what a rack does.

What it means for you

Start a free shadow run

same 3,000 requests

Without10,946,213 tokens of GPU workWith WUBBERY1,647,405

6.64× the work from accelerators already owned · zero priority violations

Capacity you cannot buy at any price today — the lead time on the alternative is quarters.

What it means for you

Start a free shadow run

same hardware

Without1×With WUBBERY2.20× the throughput

54.5% less compute, zero violations, seed 5 — one saving read two ways, never sold twice

A smaller bill, or the same bill doing more than twice the work. Your choice.

What it means for you

Start a free shadow run

energy, same 3,000-request population

Without0.6968 kWhWith WUBBERY0.2524 kWh

63.77% composed on one population, seed 5 · 46.89% on adversarial traffic — every request the most consequential kind

You cannot finance your way past a substation. This is less asked of it in the first place.

What it means for you

Start a free shadow run

anomalies

Without—With WUBBERY98.2% caught

at a 2.1% false-alarm rate, real cross-workload traffic, nothing injected

Never quoted without the false-alarm rate. Anyone catches everything by alarming on everything.

What it means for you

Start a free shadow run

across 380 guards

Without2,007 attemptsWith WUBBERY2,007 blocked

counted, never a percentage — the count of guards and the per-guard N of M are the honest units

We spend our time trying to break our own system and publish how many attempts got through. So far, none.

What it means for you

Start a free shadow run

3,714 of them with no true answer

Without6,161 questionsWith WUBBERY0 fabrications

abstention cost 4.7%

It says it does not know rather than making something up, and we counted.

What it means for you

Start a free shadow run

Every pair above is WUBBERY off, then on. See both columns on your own traffic — free, nothing replaced, nothing owed unless it wins.

Start a free shadow run

See it on your own traffic

Free and read-only. It runs beside your system on your real traffic, and nothing changes until you say so.

What we will not claim: this is a bounding analysis, not a throughput prediction. It tells you where to look, not what you will get, and every module states its own limits in its own output — we would rather you read those than trust a summary. The scheduling analysis takes reuse distances and failure rates as supplied — a wrong input produces a confidently wrong placement, and every module states that in its own output.

Start a free shadow run Measure your fleet Your own numbers

Figures measured at seed 1 on the WUBBERY engine and reproducible with the command above. WUBBERY is independent; company and product names are used for identification only and imply no endorsement.