Ai Learning Operating System

Kalari plugs into your coding agent and rehearses API upgrades in throwaway microVMs. It proves what changed, contains every run, and records what the run proved. Measured: 4.2x cheaper and 3.3x faster than the baseline.

Kalari

An AI front desk for small businesses. No waiting on hold, voicemail or callbacks: customers get an answer on the page right away, any hour. It offers open times, books the visit in the app and brings in a person when needed. Runs on Vultr.

First answer

Web agent that generates Python via Vultr Serverless Inference and runs it in a disposable Docker sandbox (--network none, memory/CPU caps, --rm) on a Vultr VM.

kbirdg-sandbox

A working commerce QA prototype on Vultr that authorizes browser actions, executes under gVisor, and independently checks outcomes with retained evidence.

JARVIS ProofOps

An AI agent that writes code, runs it in a locked-down Docker sandbox on a Vultr VM, verifies the result and returns a tamper-evident evidence record. Network calls and runaway loops are contained. Live: http://64.177.13.126/

SandboxOps