SOLUTIONS / 01

ATTACK POD 2T

Four dedicated systems. Over two terabytes of memory capacity. One interconnected compute cluster.

EXPLORE THE TWO LAYERS SELECT A TAB ↓

4 × M5 ULTRA / 512GB EACH攻撃系統 // 004

SELECT A NODE ↗

CAPABILITIES

Single-tenant hardware. Persistent memory and local state. No noisy neighbors. Your workloads, data and state stay inside your dedicated environment.

2TB aggregate unified memory for large models, sparse MoE and long context.

One hardware subscription. No per-token billing or token quotas.

Inference, CPU tools, sandboxes, local applications and persistent state together.

SOLUTIONS / 02WORKLOAD OPTIMIZATION

Workload Optimization

We tune the model, runtime and placement around the actual workload.

MODEL RESIDENCY / PLACEMENT Abstract resident and active model regions

01 / MODEL PLACEMENT

Expert placement, sharding, replication, KV locality and topology. Reduce avoidable cross-node traffic.

RUNTIME / WORKLOAD QUALIFICATION

PROFILE → TUNE → MEASURE
Illustrative execution batches

02 / RUNTIME OPTIMIZATION

Kernel tuning, quantization, batching, context planning and inference engine selection. Measured against your workload.

INFERENCE / CPU / TOOLS / STATE

··01··02··03··04··05··06··07··08··09··10··11··12

ILLUSTRATIVE AGENT ACTIVITY

03 / AGENT ENVIRONMENTS

Inference, CPU tools, sandboxes, persistent state and concurrency. Keep complementary work moving together.