Services · Develop
Agents that do real work
Agents are more than chat loops: they need tool contracts, state management, evaluation, and escalation paths. We engineer agent systems that integrate with your APIs, respect permissions, and degrade gracefully when tools fail.
Agent architecture that holds up in production
We emphasize explicit policies, tracing, and human handoff so automation is auditable and maintainable.
Planning & tool use
Structured tool schemas, retries, timeouts, and routing strategies suited to your latency and cost targets.
Memory & context
Short-term session state and selective long-term memory with privacy controls and retention rules.
Guardrails
Input/output checks, allowlists, and escalation flows for sensitive operations and regulated content.
Tracing & tests
End-to-end traces, regression suites, and offline scenarios so upgrades do not surprise you.
Delivery models
Prototype through production hardening with your team in the loop.
Reference implementation
A vertical slice proving orchestration, tools, and evaluation on your stack.
Integration
Connectors to CRM, ticketing, knowledge bases, and internal APIs with auth patterns that scale.
Human-in-the-loop
Review queues, feedback capture, and calibration workflows for high-stakes tasks.
Optimization
Routing between models, caching, and cost/latency tuning as traffic grows.
What good looks like
Agents should reduce toil without creating new operational risk. We measure success by task completion, safety, and total cost of ownership.
- Measurable task success rates with clear baselines
- Operational playbooks for incidents and model/tool changes
- Reduced mean time to recovery via tracing and alerts
- Alignment between product, security, and support before launch
Ideal teams
Support automation, internal copilots, operations centers, and product teams exploring agentic features.
Related services
Often combined with generative AI consulting and integration work.
Build agents your ops team can run
Share workflows, tools, and risk tolerance—we will propose an architecture and pilot scope.