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Your agents need
architecture.

Not another prototype.

Prototypes demo well. They rarely survive compliance reviews, cost audits, or their first thousand users. We architect agent systems for the constraints that kill them in production.

01 — Services

What we deliver

01

Agentic AI Architecture

Production-ready system design from first constraint to handoff. On-premise, cloud, or hybrid.

02

Multi-Agent Systems

Coordination logic that scales. Task decomposition, routing, and failure recovery across agent swarms.

03

Security & Guardrails

Threat models for prompt injection, data exfiltration, and privilege escalation — built in, not bolted on.

04

Cost Architecture

Token spend under control. Model routing, caching strategies, and infrastructure sizing to hit your unit economics.

02 — Architecture

How we work

01

Discovery

Define constraints, map data flows, identify every integration surface.

02

Design

Architect agent topology, tool schemas, guardrails, and observability — on paper before code.

03

Build

Implement with LangGraph, CrewAI, AutoGen, or custom orchestration. Your stack, our patterns.

04

Harden

Security audit, cost profiling, load testing. Production handoff with documentation.

Agent topology

Multi-agent collaboration

A supervisor delegates to specialised agents — planners, executors, and reflectors — each backed by dedicated tools, memory, and guardrails. Simple enough to explain in a single diagram.

SUPERVISOROrchestratorPLANNERTask decompositionEXECUTORAction dispatchTOOL USEAPI / DB / SearchGUARDRAILSSafety / Compliance
03 — Philosophy

Most agent builds fail at the architecture layer.

We are not a dev shop. We are an architecture practice. Every engagement starts with constraints — infrastructure limits, compliance requirements, latency budgets, cost ceilings — before a single agent is scoped.

Every system we design ships with trace-level logging, cost-per-invocation dashboards, and security guardrails tested against OWASP LLM Top 10. No retrofitting. No technical debt by default.

We believe the best agent systems are precisely scoped, rigorously tested, and simple enough to explain in a single diagram.

04 — Contact

Let's scope
your architecture.

Or reach out directly at contact@initmode.ai