System Infrastructure

Inference infrastructure for autonomous agents

Add distributed GPU inference capacity to your existing stack. NexusCompute complements your architecture with an OpenAI-compatible inference endpoint, while your agent runtime and orchestration remain in your infrastructure.

Why NexusCompute

Add another inference option without rebuilding your stack

Keep your agent runtime, orchestration, and routing policy where they are. Add NexusCompute when you want another source of model capacity with operator-controlled funding and credentials.

Flexible Inference Capacity

Use listed distributed GPU capacity for the workloads and models that fit your routing policy.

Primary, Overflow or Fallback Infrastructure

Place NexusCompute where it fits your operator-defined routing strategy without replacing your orchestration layer.

Controlled Spending

Operators add prepaid credits, issue credentials, and choose monthly key thresholds checked against buyer-account spend.

OpenAI-Compatible API

Connect through the familiar chat-completions request format and keep integration changes focused.

Built for autonomous workloads

Provide your agent pipelines with the inference power required for sustained operation.

Research & Synthesis

Summarise documents, compare sources, and support multi-step research when the selected NexusCompute model fits the task.

Automated Coding

Support agents that explain code, draft changes, generate tests, and reason over repository context.

Business & Operations

Add inference capacity for support triage, reporting, classification, and operator-reviewed workflow automation.

Multi-Agent Systems

Give specialised workers a shared inference option while your orchestration layer controls task routing and fallback.

Let agents execute. Keep humans in control.

Autonomous systems require hard boundaries. NexusCompute strictly separates the human operator who controls the funds from the agent that consumes the compute. A human operator must receive beta access, create and fund the buyer account, issue the API key, choose its monthly threshold, and control credential distribution.

Human Operator

Account & Funding

  • Owns the root account and protects master administrative credentials.
  • Approves funding through prepaid credits. Requests require available balance.
  • Creates API keys and chooses monthly thresholds checked against total buyer-account spend.
Autonomous Agent

Execution & Inference

  • Authenticates using an operator-issued sk-nx-... bearer token.
  • Calls the standardized POST /api/v1/chat/completions endpoint.
  • Uses bounded retries for definitive 503 responses and stops on ambiguous network outcomes.

Infrastructure Integration

A clear separation between your runtime environment and remote execution capacity.

Three steps to production

A clear, operator-managed lifecycle for connecting your infrastructure.

01
Request Access & Fund

The human operator requests beta access, creates the approved buyer account, and adds prepaid credits.

Request beta access
02
Issue API Keys

The operator generates bearer tokens and optionally sets monthly spend thresholds for the agents.

Manage credentials
03
Integrate Endpoint

Point your agent runtime's base URL to the NexusCompute OpenAI-compatible endpoint.

Read documentation

Account-level controls for automated systems

Available prepaid balance is checked before compute is consumed. Operators can also set a monthly threshold on an API key; that threshold is compared with aggregate buyer-account spend for the month.

Monthly Spend Thresholds

Choose a monthly threshold when issuing a key. Monthly key thresholds are checked against total buyer-account spend. Calls through that key are rejected once the account total reaches its configured limit.

Prepaid Execution

Operators fund accounts with prepaid credits. Requests are checked against the available balance before compute is consumed.

Programmatic Routing

Configure NexusCompute as a primary path, overflow capacity, or operator-selected backup. Funding and spend responses require operator action; only definitive capacity responses are candidates for bounded retry or fallback.

Primary Provider

Use NexusCompute as the primary route when a listed model fits the workload, suitable capacity is available, and the application handles documented failure states.

Overflow Capacity

Route selected workloads to NexusCompute when a baseline provider reaches a rate limit or cannot accommodate a surge, using an operator-defined routing policy.

Fallback Strategy

Use NexusCompute as an operator-selected backup. Retry only definitive 503 capacity failures with a strict bound; do not automatically retry ambiguous network outcomes.

inference.sh
curl https://nexuscompute.app/api/v1/chat/completions \
-H "Authorization: Bearer sk-nx-..." \
-H "Content-Type: application/json" \
-d '{
"model": "llama-3-70b",
"messages": [{ "role": "user", "content": "Execute task..." }]
}'
// Deterministic boundary responses
402Insufficient prepaid balance
429Account-wide monthly threshold or rate limit
503Capacity temporarily unavailable

Ready to empower your agents?

Join the beta to get operator access, fund your account, and generate operator-issued API keys for your autonomous systems.