KITDEV — SELF-HOSTED AI SYSTEMS

Build the AI you actually run.

Self-hosted agents, sandboxed execution, real integrations — and receipts for every claim. No hosted black boxes, no “trust us” benchmarks.

SELF-HOSTED ONLY · BENGALURU + REMOTE

LAB NOTE — trusted by the run log

every number below is reproducible

HARDWARE

RTX PRO 6000

96GB · self-hosted

THROUGHPUT

316.056

tok/s @ 8 clients · MTP

DEPLOY

935621e

kitdev-landing · shipped today

AUDIT

4 reports

sandbox run · open now

SELF-HOSTEDNO VENDORSMEASUREDAUDITABLEYOUR KEYSYOUR DATASELF-HOSTEDNO VENDORSMEASUREDAUDITABLEYOUR KEYSYOUR DATA

AGENTS / CAPABILITIES

Useful autonomy. Bounded by design.

SANDBOXED EXECUTION

Agents that stay in the cage.

Execution is isolated. Tool access is scoped. Every call leaves an audit trail you can read without asking anyone for a dashboard export.

SANDBOX · ISOLATED RUNagent · scopedfiles · tools · keysall access logged×egress: deny/workspacemounted for this runaudit.jsonlevery call · readableisolated filesystem · scoped keys · full audit trail

YOUR BOX / YOUR KEYS

Integrations that don’t leak.

Your APIs, your keys, your infrastructure. We make the plumbing explicit, then make it less annoying to operate.

tool.call · scopedlogged
network.egress · policydenied
receipt.write · completesaved

LOCAL INFERENCE

Serving that you can actually benchmark.

Local LLMs, measured throughput, real budgets. If the setup is slower than the sales deck, we will tell you.

RECEIPT / THROUGHPUT

0.000 tok/s

3U RACK · LOCAL-ONLY · 0 EGRESS

MEASURED, NOT QUOTED

The details have to run, too.

Every number on this page comes from a run we can reproduce. No “up to 10x”. No “in some cases”.

VLLM · MTP FAST-LANE

0.000 tok/s

Throughput at eight concurrent clients.

SOURCE →

MTP ACCEPTANCE RATE

0.00% acceptance

Accepted MTP proposals in the same run.

SOURCE →

BLACKWELL NVFP4

0.00 c4 tok/s

Measured compact-four throughput on Blackwell.

SOURCE →
Read the receipt →

METHOD

A route from idea to evidence.

01

Pick a lane

Choose the agent, integration, or serving problem worth solving first.

02

Sandbox it

Scope the access, run it on your infrastructure, and keep the trail.

03

Ship with receipts

Measure the result so the next decision has something real to stand on.

START A BUILD

Tell it what to build.

Bring the messy system, the blocked rollout, or the benchmark you do not quite believe. We will start with the part that has to work.