What you get.
- Agent and tool design for your workflows (including MCP servers)
- Retrieval over your data with permission-aware access
- Evaluation suites that run in CI before every release
- Guardrails, human-in-the-loop review and cost controls
- Tracing and observability for every agent run
How it runs.
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Station 1
Pick the workflow
Choose one workflow with clear success criteria and real volume.
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Station 2
Build with evals
Ship the agent with an evaluation set that measures it from day one.
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Station 3
Operate
Monitor, review failures and widen scope as the numbers earn it.
Who rides this station.
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For founders
A production MVP in weeks: auth, billing, the core workflow and analytics wired from day one, on a stack your future team will want to inherit.
Learn more -
For companies
A senior squad ships the product against your standards: your repos, your CI, your review process, with clean APIs into existing systems.
Learn more -
For enterprise
Delivery inside your environment and standards: least-privilege access, audit trails, infrastructure as code and reviewed releases.
Learn more
Related field notes.
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AI agents
AI Agents in Production: Patterns That Survive Contact with Real Users
Demos are easy; production is not. Tool design, guardrails, evals, and observability patterns for LLM agents that actually complete workflows.
· 2 min read
-
Generative UI
Generative UI: When the Interface Assembles Itself
Beyond chatbots — how generative UI composes real components from live data, and the design-system discipline that keeps it from becoming chaos.
· 1 min read
Questions? Answers.
Which models do you work with?
We are model-agnostic and choose per task, including Anthropic Claude, OpenAI and open-weight models, based on quality, latency, cost and data requirements.
How do you keep agents safe?
Scoped tools, least-privilege data access, evaluation gates in CI, human approval for risky actions, and full tracing so every decision can be audited.
Next stop: a 30-minute call.
Tell us what you are building. A senior lead will tell you honestly what it takes to ship it and take it to market.