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AI agent development

Agents that do the workand leave an audit trail

An agent that takes actions in your systems needs boundaries, retries, and a log. We build agents with explicit tool contracts, human approval gates on anything irreversible, and a full trace of every step.

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500+

Projects delivered

most under NDA

100+

Clients served

5 regions

5

Systems live

in production now

Clutch rating

awaiting verified score

What we build

The work itself,component by component

Everything listed here is something we have built into a production system, not a capability we are willing to attempt.

Tool-calling agents

Typed tool definitions over your APIs, with validation before anything is executed.

Approval gates

Irreversible steps pause for a human. The agent proposes; a person confirms.

Multi-step workflows

Plan, execute, verify — with a bounded step budget so a loop cannot run away.

Observability

Every run is stored: inputs, tool calls, outputs, cost, and duration.

Failure handling

Retries with backoff, deterministic fallbacks, and a clear stop condition.

Integration layer

Connectors into the CRM, ERP, or ticketing system the agent needs to touch.

Why it matters

What changesonce it is running

Three things a buyer of this work should be able to hold us to.

7-layer AWS architecture, modular by design

Bounded autonomyThe agent can only call the tools you defined, with the arguments those tools accept.

ReviewableAny run can be replayed step by step when someone asks what happened.

CostedPer-run token and time cost is recorded, so the business case stays measurable.

Stack we use for this

  • Python
  • TypeScript
  • MCP
  • Celery
  • PostgreSQL
  • Docker

How it runs

Four stages,and you can leave after any of them

Scope

We agree what the system does and what shipping means, in writing.

Build

Short cycles in your repository, running before it is finished.

Ship

Deployed into your cloud account, reachable by a real user.

Stay

Maintenance and roadmap by the same engineers who built it.

FAQ

Questionswe get asked

Will it act without asking?

Only for steps you mark as safe. Anything destructive or outward-facing routes through an approval gate.

What happens when a tool fails?

The run retries with backoff, then stops and surfaces the error rather than improvising around it.

Can we add our own tools later?

Yes — tools are declarative. Adding one is a definition plus a handler.

AI agent development

Tell us what you need built and we will tell you what it takes