01 // Canvas

Design and connect reusable modules, agents and workflows into systems.

Enterprise AI orchestration

Specialized agents coordinating in real time across the platform.

02 // AGENT SWARM
Dag_orchestration

Deterministic execution and live pipeline telemetry across workflows.

ModuleNS

AI system design • Modular agent platform

Design flexible enterprise agent networks the same way you'd architect any other system: compose modules, wire up tools, and let orchestration and guardrails run underneath.

Launch workspace View architecture

// The problem

Agent networks break in ways single prompts never did.

Latency bottlenecks in agent chains

Sequential and parallel agent calls each carry an inference delay. Stack enough steps and the whole system starts to feel slow.

Unstructured system design

There's no standard way to model agent behavior, access controls, or state handoffs — most teams are wiring it together by hand.

High compute costs

Every specialized agent running its own LLM, vision model or embedding tool adds redundant processing and a bigger cloud bill.

Context fragmentation

Long-term memory, short-term state and vector context scattered across dozens of concurrent agents becomes its own bottleneck.

// Platform architecture

Five layers, one agent runtime.

01

Visual system design

Canvas + SDK

A drag-and-drop workspace for composing agent topologies — setting prompts, wiring up tools like APIs, databases and browsers, and defining communication graphs.

02

Agent orchestration

NVIDIA TensorRT-LLM

Handles asynchronous message passing, goal breakdown, parallel tool execution and context handoff, with TensorRT-LLM keeping time-to-first-token low across multi-turn handoffs.

03

Multimodal intelligence

DeepStream + NeMo Guardrails

Gives agents vision, audio and code-parsing ability, with real-time safety guardrails applied continuously to every output.

04

Inference & serving

NVIDIA Triton

Deploys heterogeneous models — LLMs, vision encoders, embeddings — across shared GPU hardware, routing requests dynamically based on load.

05

Vector memory & retrieval

cuVS / RAPIDS

Maintains distributed long-term agent memory and RAG, using GPU-accelerated vector search and graph analytics across enterprise databases.

// NVIDIA technology integration

Built on the NVIDIA accelerated computing stack.

Technology Function ModuleNS integration
TensorRT-LLM LLM inference optimization Accelerates foundation models to cut multi-agent step latency
Triton Model serving Serves text, vision and embedding models concurrently across agents
NeMo & Guardrails Generative AI & safety Drives prompt tuning, fine-tuning and real-time execution guardrails
cuVS / RAPIDS Vector search & analytics Accelerates long-term memory retrieval and enterprise RAG lookups
DeepStream Multimodal vision Real-time visual perception for inspection and spatial reasoning
Jetson Edge compute Deploys lightweight agent networks to local devices and gateways
Morpheus Cybersecurity analytics Inspects agent-to-agent traffic for threats and data leaks

// Edge to cloud

One orchestrator, two runtimes.

Visual system canvas / SDK

agent network topology

ModuleNS runtime orchestrator

NeMo Guardrails & tool calling Triton & TensorRT-LLM serving cuVS accelerated memory store

NVIDIA H100 / A100

Cloud engine

Complex LLMs Fleet analytics

NVIDIA Jetson

Edge nodes

Low-latency local agents

// Roadmap

What ships next.

Q3–Q4 2026

TensorRT-LLM orchestration engine

Optimize model serving latency for multi-turn agent loops.

Q4 2026

Triton multi-agent mesh

Launch concurrent multi-model serving across cloud clusters.

Q4 2026

cuVS GPU memory launch

Integrate GPU-accelerated vector memory for long-horizon RAG.

Q4 2026 – Q1 2027

NeMo Guardrails integration

Deploy real-time safety enforcement across agent interactions.

Q1 2027

Jetson edge agent runtime

Enable offline, low-power edge agent deployment.

One runtime for every agent you ship.

Cloud environments, code repositories and platform demonstrations are available securely through enterprise SSO on request.

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ModuleNS

modulens.lk — AI system design & modular agent platform