AI Agent Development
An agent that can act is only useful if you can predict what it will do. wwwdot.dev builds agent systems where autonomy is bounded by explicit limits, every decision leaves a trace, and a human can see why the agent did what it did.
What we build
- Single-purpose and multi-agent systems
- Tool and function calling
- Agent orchestration and routing
- Reasoning trace capture and inspection
- On-chain and policy-based guardrails
- Memory and long-running state
- Live agent monitoring consoles
How we work
Guardrails are the product
The hard part of an agent is not making it act, it is bounding what it may do. Limits are enforced outside the model — in policy, in code, or on-chain — so a prompt cannot talk its way past them. AXIOM executes trading strategy strictly inside limits set on-chain.
Traceable by construction
Every agent decision records its inputs, tool calls and reasoning, so a failure can be replayed rather than guessed at. ORCHESTRA Console renders a live agent network where an operator watches routing, traces and memory pressure resolve in real time.
Scoped autonomy
Agents are given the narrowest capability that accomplishes the task. Broad autonomy is earned by demonstrated reliability on a narrow scope, not assumed at the start.
Shipped work
Products already built and running, not concept pieces.
AI Agent Development questions
- How do you stop an AI agent doing something harmful?
- Constraints are enforced outside the model. Spending caps, allowed actions and rate limits live in policy, application code or on-chain contracts, so no prompt can override them. The model proposes; the guardrail decides.
- What is a multi-agent system?
- Several specialised agents that route work between each other rather than one agent attempting everything. It improves reliability because each agent has a narrow, testable job, and it makes failures easier to isolate. ORCHESTRA Console is a live example.
- Can AI agents connect to our existing tools?
- Yes. Agents connect to existing systems through tool and function calling, MCP servers, or direct API integration, so they operate against the data and services a company already runs.
Related services
Tell us what you are trying to ship.
We reply within one business day, usually with questions and a rough scope.