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Category tags: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
Blast-radius-zero agent ops on Vultr: Docker sandbox on Cloud Compute, verify, SHA-256 evidence. Inference (glm-5.3) plans; Compute contains. Live http://64.177.13.126/ · suite 3/3+5/5
SandboxOps
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
Blast-radius-zero agent ops on Vultr: Docker sandbox on Cloud Compute, verify, SHA-256 evidence. Inference (glm-5.3) plans; Compute contains. Live http://64.177.13.126/ · suite 3/3+5/5
SandboxOps