Sujantivo
Autonomous Systems

Multi-Agent
Workflows & Swarms.

Replace rigid manual pipelines with autonomous multi-agent networks that think, collaborate, verify results, and execute end-to-end operational workflows 24/7.

Architecture SpecsAgent Mesh
Frameworks:LangGraph, CrewAI, AutoGen 0.4
State Persistence:PostgreSQL + Redis Checkpointers
Execution Mode:Async Distributed Event-Driven
Observability:Langfuse Trace Telemetry & Tracing
LIFECYCLE FLOW

How autonomous swarms execute tasks.

01

Goal Decomposition

The Orchestrator agent ingests business inputs and breaks tasks into a Directed Acyclic Graph (DAG).

02

Specialist Execution

Parallel worker agents (Research, SQL, Synthesis, QA) execute isolated tool calls in secure sandboxes.

03

Critique & Validation

A Critic agent rigorously grades outputs against deterministic schemas and business logic rules.

04

Action Dispatch

Final validated payload is pushed directly to your production APIs, ERP, or notification channels.

CAPABILITIES

Engineered for enterprise production.

OrchestrationLangGraph, CrewAI, AutoGen, Temporal

Hierarchical Supervisor & Worker Swarms

Autonomous supervisor agents that break down complex high-level business goals into sub-tasks, assign them to specialist agents, and evaluate output quality.

Memory SystemsRedis Enterprise, Postgres pgvector, Mem0

Stateful Memory & Cross-Session Checkpointing

Persistent state machines and vector-indexed episodic memory so multi-agent workflows resume flawlessly across days without losing task context.

Safety & ControlLangGraph Interrupts, Custom Webhook Portals

Human-in-the-Loop (HITL) Guardrails

Configurable approval breakpoints for high-stakes actions (e.g. ERP transfers, financial refunds, database writes) with Slack & email interactive approvals.

Fault ToleranceReflexion Architectures, Code-Interpreter Sandboxes

Self-Healing & Error Retry Loops

Autonomous reflection agents that inspect stack traces, rewrite invalid SQL/JSON queries, and self-correct runtime errors before escalating.

Ready to deploy your agent mesh?

Book a technical scoping session with our multi-agent systems engineers.