Agents that do work, not theatre.
We design autonomous and semi-autonomous systems with explicit goals, bounded tools, and audit trails. Whether you need one reliable agent or a coordinated team, we focus on recovery paths, cost ceilings, and human checkpoints where stakes are high.
Reference model
How we think about the stack.
A simplified view. Every engagement adapts to your boundaries and existing platforms.
Capabilities
What “agentic” means in practice.
Six building blocks we implement with your engineers, security, and ops stakeholders.
Agent design & orchestration
State machines, planners, and hand-offs so behaviour is explainable when something goes sideways at 2am.
Tool & MCP integrations
Typed tools, auth propagation, rate limits, and sandboxing so agents only touch what they’re allowed to.
Multi-agent workflows
Specialist agents with shared context, review gates, and merge strategies that avoid circular debates.
Planning & memory
Short-term scratchpads plus durable memory with TTL, redaction, and retrieval policies that respect privacy.
Observability & evals
Traces, tool-call metrics, and task success scoring so you can ship weekly without flying blind.
Human-in-the-loop
Escalation queues, approvals, and partial autonomy modes for regulated or high-stakes operations.
How we work
From playbook to production graph.
Map the graph
Actors, tools, data zones, and failure domains on one page everyone signs.
Prove a thread
One critical workflow end-to-end with logging you’d actually read during an incident.
Instrument everything
Tracing, budgets, and replay-friendly records, not “we’ll add metrics later.”
Expand safely
Progressive autonomy, feature flags, and rollback: agents ship like any other service.
Stacks we like
Frameworks & platforms.
We pick boring where it counts; we pick expressive where it wins you velocity.
- Strands Agents
- LangGraph
- AutoGen
- Bedrock AgentCore
- OpenAI Agents SDK
- MCP
Bring us your messiest workflow.
We’ll help you carve it into reliable agents, clear policies, and a shipping cadence your team can keep.