A single platform that gives every employee their own private, isolated AI workspace — with agents that browse, create files, and verify outputs. Fully on-premise.
Local DeploymentIsolated SandboxesBrowser Access
Enterprise AI: Build to Scale One Workstation,
One Workstation,
AI for Everyone.
Frontier-class AI that runs inside your building, not on someone else’s GPU.
One platform, every employee, zero cloud dependency.
When governed AI access is difficult,
shadow AI fills the gap.
We make it easier to deploy approved,
audited AI than to go rogue,
so your organization stays in control.
Why Oyster Agents that stay in the loop
Agents that stay in the loop
with you.
The moment an agent disappears into the background is the moment you lose control. Oyster keeps agents working hard and you informed, without the babysitting.
Needs your sign-off? It stops and asks.
Oyster agents don't take consequential actions silently. When a task requires authorization, the agent pauses and surfaces the decision to you before proceeding.
Hit a wall? It flags it, not hides it.
When something can't proceed, Oyster makes the blocker visible immediately. No silent failures, no phantom completions. You always know exactly where and why the agent stopped.
Something broke? One click to fix it.
Errors come with full transparency — one click to see the root cause, one click to restart. Recovery is a button, not a debugging session.
Core Architecture
Built where inference lives.
We build and maintain the operating layer for enterprise AI inference. Covering models, GPUs, users, data, policies, and cost.
We don't rent inference; we own where it runs.
Local Intelligence · On-Prem Air-Gapped
Frontier Models On Your Own Hardware
70B-class models running on your infrastructure. Inference never leaves your building, not on someone else's GPU, not in a third-party cloud. Full air-gap support for regulated environments.
Private Memory · Isolated Per Seat
Every User Gets Their Own Vault
Each user runs inside an isolated container. Files, processes, and session history are separated by construction, not by policy. Nothing crosses account boundaries, ever.
Unified Config · Single Command Setup
From Bare Server To Full Stack In One Line
No YAML labyrinths, no dedicated ops team required. Paste one command, press return. The entire stack is up and running without manual configuration.
Conversational Agent · Clarify Then Act
Agents That Ask Before They Act
Oyster agents surface problems and wait for your input rather than guessing or disappearing. You stay in the loop without babysitting the loop — control without micromanagement.
Product System Three products.
Three products.
One move from pilot to production.
"Deep technology becomes impact when the ecosystem can deliver it."
Ghee Leng Ooi · CEO, Embedded LLM
Ecosystem Partners
From technology to adoption.
Deep inference engineering meets four decades of enterprise technology reach across Southeast Asia. Together, we close the gap between AI capability and real-world adoption.
AI pilots are becoming production AI.
The ecosystem is forming now. Get on-premise, governed, frontier AI deployed across your organization — before the window narrows.