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CAPABILITIES

The system around the model.

These are the building blocks we engineer with. The technology supports the category; the category is not the technology. Each block links to the service where it does the most work.

  • 01

    Agent Architecture

    • Agent design
    • Agent orchestration
    • Workflow design
    • Multi-agent systems
    • Agent state
    • Memory
    • Planning
    • Routing
    • Handoffs
    Where we use it
  • 02

    Models

    • Closed-source models
    • Open-source models
    • Self-hosted models
    • Model routing
    • Model selection
    • Model evaluation
    • Model optimisation
    Where we use it
  • 03

    Tools

    • APIs
    • Function calling
    • MCP
    • Browsers
    • Computer use
    • Code execution
    • Databases
    • Enterprise systems
    Where we use it
  • 04

    Knowledge

    • RAG
    • Vector search
    • Semantic search
    • Structured retrieval
    • Document processing
    • Knowledge bases
    • Memory
    Where we use it
  • 05

    Reliability

    • Retries
    • Timeouts
    • Fallbacks
    • Recovery
    • Circuit breaking
    • State persistence
    • Idempotency
    Where we use it
  • 06

    Evaluation

    • Benchmarks
    • Datasets
    • Regression testing
    • Trace grading
    • Human evaluation
    • Automated grading
    Where we use it
  • 07

    Security

    • Identity
    • Authorisation
    • Guardrails
    • Tool permissions
    • Sandboxing
    • Policy enforcement
    • Audit trails
    Where we use it
  • 08

    Operations

    • Tracing
    • Metrics
    • Logs
    • Cost monitoring
    • Runtime monitoring
    • Performance monitoring
    Where we use it
  • 09

    Infrastructure

    • AI inference
    • GPUs
    • Model serving
    • Runtime
    • Compute
    • Storage
    • Networking
    Where we use it

Protocols & standards

Open where it creates real value.

MCP and A2A are complementary. We adopt a standard when a customer's requirements and production value call for it — not because it is fashionable.

Technology

Frameworks and providers change. The engineering principles remain.

We select technology against

  • Business requirements
  • Agent behaviour
  • Reliability
  • Security
  • Data
  • Latency
  • Cost
  • Throughput
  • Deployment constraints
  • Customer infrastructure
  • Regulatory requirements

We may work with

  • OpenAI
  • Anthropic
  • Google
  • Open-source models
  • Self-hosted models
  • Agent SDKs
  • Agent frameworks
  • MCP
  • A2A
  • Retrieval systems
  • Vector databases
  • Traditional databases
  • Model gateways
  • GPU runtimes
  • Custom runtimes
  • Custom orchestration