Surface · 0 m · Independent engineering studio · Tampa, FL

The hard problems are
below the surface.

cavenine takes on the systems work most teams route around — distributed systems, security platforms, streaming pipelines, and the infrastructure that has to hold when millions of endpoints are connected at once.

Survey
cavenine.com
Datum
surface · 0 m
Floor
−238 m
Stations
05

Begin descent

Stn 01 · −40 m · The work

Six territories, one discipline

Production systems that keep working when the load is real. Everything below has been built, shipped, and carried on-call.

  • Distributed systems

    Consensus, replication, backpressure. Systems that stay correct across failure domains and keep their promises under partition.

  • Cloud infrastructure

    The platform under the product: infrastructure as code, multi-account AWS, networking, and paved roads that let small teams ship like large ones.

  • Security platforms

    Fleet telemetry, detection pipelines, code signing, and key management for products that defend millions of endpoints.

  • Streaming & pipelines

    High-throughput ingest, ETL that survives bad data, and exactly-once delivery in the places where it actually matters.

  • Databases

    Schema design, query plans, storage engines. Postgres tuned until the latency dashboard goes quiet.

  • AI developer tools

    LLMs wired into real workflows: agent infrastructure, retrieval pipelines, and inference that holds up in production.

Stn 02 · −90 m · Found at depth

What we’ve brought back

Not projections. Systems that ran, and numbers they earned.

  • Security platforms we built and operated, with telemetry reporting frommillions of endpoints in the field.
  • Connection and streaming infrastructure holding millions of concurrent connections — designed for the worst day, not the demo.
  • Two years of unattended production code signing on AWS KMS: thousands of installers signed for under $50 a month, no HSM appliance involved. The write-up is public.
  • Senior engineering without hand-offs — the person you talk to is the person who designs and builds the system.

Stn 03 · −140 m · Method

How we go in

Caving and systems engineering reward the same temperament: preparation over bravado.

Survey first

We read the code, trace the data, and map the failure modes before proposing anything. No plan survives contact with a system nobody has actually looked at.

Anchor twice

Nothing hangs from a single bolt. Redundant paths, failover that has actually been failed over, alarms that mean something — no single component decides how the night goes.

Run the line

Cave divers keep an unbroken guideline to open water. So do our systems: every deploy reversible, every request traceable, always a way back to a known-good state.

Carry less

Fewer moving parts means fewer things that bite in the dark. Boring technology, chosen deliberately and run superbly.

Stn 04 · −190 m · Field notes

Notes from the descent

Occasional write-ups of problems we’ve solved, with enough detail to reproduce the fix.

All field notes

Stn 05 · −238 m · The floor

You’ve reached the floor.

If your problem lives down here — the distributed, the security-critical, the too-big-to-fail — we should talk.

Start a conversationcontact@cavenine.com · replies come from an engineer