Intelligence

AI Orchestration & Development

From APIs to agents, we provide the tools and infrastructure to build intelligent applications at scale. Everything you need to deploy, manage, and optimize AI models.

Orchestration APIs

RESTful APIs for seamless AI model deployment and management.

  • RESTful API
  • GraphQL support
  • WebSocket streaming
  • Rate limiting
  • Authentication
curl -X POST https://api.stpnetworks.co.za/v1/models/deploy \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "llama-2-7b",
    "instance_type": "gpu.large",
    "replicas": 3
  }'

AI Agents

Pre-built agents for common business workflows and automation.

  • Pre-built templates
  • Custom tool integration
  • Memory management
  • Multi-modal support
  • Workflow automation
const agent = new STPAgent({
  model: "gpt-4",
  tools: ["web_search", "calculator", "email"],
  memory: "conversational",
  temperature: 0.7
});

const response = await agent.chat("Analyze Q3 sales data");

Fine-tuning

Custom model training on your data with our specialized infrastructure.

  • Custom datasets
  • Hyperparameter tuning
  • Distributed training
  • Model versioning
  • A/B testing
stp fine-tune \
  --model llama-2-7b \
  --data ./training-data.jsonl \
  --epochs 3 \
  --learning-rate 2e-5 \
  --batch-size 4

Vector Databases

High-performance vector storage for RAG and semantic search.

  • Millisecond queries
  • Auto-scaling
  • Multi-modal support
  • Real-time updates
  • Backup & recovery
const db = new STPVectorDB({
  collection: "documents",
  dimensions: 1536,
  metric: "cosine"
});

await db.insert({
  id: "doc1",
  vector: embedding,
  metadata: { title: "AI Guide", category: "tutorial" }
});

Real-time Inference

Low-latency model serving with automatic scaling.

  • Sub-100ms latency
  • Auto-scaling
  • Load balancing
  • Caching
  • Monitoring
const client = new STPClient({
  apiKey: process.env.STP_API_KEY,
  region: "africa-south"
});

const response = await client.predict({
  model: "gpt-4",
  prompt: "Explain quantum computing",
  max_tokens: 150
});

Model Management

Complete lifecycle management for your AI models.

  • Version control
  • A/B testing
  • Performance monitoring
  • Automated rollbacks
  • Cost tracking
stp models list
stp models deploy --name my-model --version v1.2
stp models monitor --name my-model --metrics latency,throughput
stp models rollback --name my-model --version v1.1

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