welfinex · research & development, as a service · repair & invention
fig. 01 — the machine · live
Every company runs on a machine nobody fully understands.
Some days it stutters. Some days it is simply not enough.
Either way — we take it apart. All of it.
The fault: one worn tooth. The find: room to do better.
Redrawn beyond what it was. Tested. Proven.
welfinex · research & development, as a service
We take problems apart. We ship what comes out.
the premise
Every industry keeps a drawer of problems it has learned to live with.
We open the drawer.
The failing machine nobody owns — that everybody depends on.
We put it on the bench.
Below the noise, every problem has a mechanism. Every mechanism comes apart.
fig. 02 — the anatomy of an idea · what r&d actually is
step one — find the problem. not the loudest one: the real one.
step two — search deliberately. the archive already knows things: old theories, old patents, failed experiments.
step three — combine. fragments of what exists, arranged into something that doesn't.
step four — prove it. load it, measure it, and see if it fills the hole the problem left.
the welfinex path · r&d as a service
An independent research institute for the problems industries have learned to live with.
Modern stacks and legacy iron alike. We run research & development as a service: dissect the problem, build working proof, and ship the answer as a product, as knowledge, or as an engineered solution.
An interdisciplinary bench
Systems, ML, hardware, the odd 1998 mainframe — hover: they only work overlapped.
working proof · cycles 00
A bias for working proof
Not decks. Machinery that turns when you crank it — go on.
Hard problems only
If it untangles in an afternoon, it never reaches the bench. This one squirms when you point at it.
the waiting machine · cycles 00
Because machines are waiting
Too many of them, failing quietly, in every industry. Turn this one — someone has to.
after hours · the benches stay lit
Two machines already left this workshop running.
bench 01 · shipped
OpsIntel
An autonomous AI colleague for engineering organisations — reviews, triage, remediation — living entirely behind your firewall. Your code never leaves your walls.
fig. 12 — the colleague that never leaves the building →bench 02 · publishing
Cutaway
The engineering field journal — production systems taken apart in public, tier by tier, so anyone can learn the method.
fig. 13 — see inside the machine →flip a specimen — the drawing is not marketing for the machine. it is the machine.
fig. 14 — the resolving plate · ~4,000 marks
the plate is not an image — your scroll is the press that settles the marks. every case below closed the same way.
fig. 15 — the plate cabinet · r&d as a service
Any industry. We keep an engraved plate ready.
Research & development, run as a service: bring the problem your industry has learned to live with, we put it on the bench and press back working proof — as software, as a system, as an answer.
#01 media
open for commissionMedia & entertainment
content pipelines · recommendation · ai tooling
#02 healthtech
open for commissionHealthtech
clinical ops · records intelligence · safe ai
#03 edtech
open for commissionEdTech
learning systems · assessment · adaptive content
#04 fintech
open for commissionFintech
risk engines · reconciliation · reporting rails
#05 industry
open for commissionManufacturing & legacy
plant software · modernisation · telemetry
#06 hiring
open for commissionHiring & talent
skill-first assessment · see skillbrew
#07 yours
open for commissionYour industry
no plate yet — bring the problem, we cut one
shapes we ship, set in type —
not sure which plate is yours? describe the symptom at the counter →
case files · index
4 files · 2 open to visitors
files open when their machines ship. no exceptions yet.
read the full dossiers →fig. 16 — on the bench right now · open investigations
2 active · unsealed early
Two problems are under the lens as you read.
inv. 01 · applied ai
Small memory, big models
Making large language models run where they were never meant to fit — phones, sensors, edge boxes. Memory-footprint optimisation, quantisation, cache discipline.
llm memory optimisation · edge & small devices
inv. 02 · autonomous systems
The frugal agent
Agents tuned to sip RAM and CPU while holding more context, managing their own memory — and running fully autonomous, start to finish.
resource-optimised agents · context management · autonomy
investigations unseal as case files when they close — no exceptions yet.
the method · left to right
Problem
It arrives as a tangle: symptoms, folklore, a machine everyone routes around.
Research
On the bench it becomes a drawing: measured, dimensioned, understood.
Working proof
A running build takes the load. If it holds, it earns the stamp.
Artifact
Shipped three ways: a product to buy, knowledge to learn, a build that's yours.
fig. 21 — the bench · try it yourself
Everything comes apart. Go on — drag.
- nothing removed yet · 6 parts · keyboard works too
intake · 02 slots open this quarter
Bring us the problem you’ve learned to live with.
Any sector, any stack, any decade of technology. If it has a mechanism, it comes apart — and every answer ships one of three ways.
fig. 22 — the press · the name set larger than the room
your scroll drives the carriage