Architecture & Engineering
From Demos to Production Systems
Architecture & Engineering is where AI-agent concepts turn into production systems: dependable, measurable, secure, and built to adapt as models and requirements change. We help teams get past the demo phase by designing the technical foundation—agent boundaries, toolchains, memory, evaluation, and runtime controls—so agents can take action inside real workflows without creating operational risk.
What We Build With You
Reference architectures for single-agent and multi-agent systems, with clear separation of model, memory, tools, and the surrounding application.
Integration patterns for tool-using agents (APIs, databases, internal services) that reduce brittleness and improve consistency in real-world conditions.
Memory and context design (short-term vs. long-term, retrieval strategy, retention policies) to support continuity without uncontrolled context growth.
Reliability from Day One
Agentic systems need a different approach to quality: testing the full loop, not just the final response.
Evaluation frameworks and test harnesses that check task success, tool use, and failure modes across realistic scenarios.
Observability and traceability that make it possible to debug behavior, measure performance, and tie outcomes back to business goals.
Guardrails and Safety Controls
We design guardrails as part of the architecture—covering inputs, prompt construction, tool calls, and outputs—so agents stay within policy and technical constraints.
This includes domain boundaries, least-privilege tool access, and controls for common risks like prompt injection, sensitive data leakage, and excessive autonomy.
Engagement Format
Most Architecture & Engineering engagements start with a short technical assessment, then move into a concrete blueprint and implementation plan your team can execute.
Typical deliverables include an architecture document, tool/service interface contracts, an evaluation + observability plan, and a phased roadmap to production.
Ready to Build Production-Ready Agents?
Let's design the technical foundation for dependable, secure agentic systems.
Get Started