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Autonomous Systems Lab • Level 700

Autonomous Agent Visual DAG & Workflow Builder

Design, simulate, and budget stateful multi-agent directed acyclic graphs (DAGs). Model hierarchical orchestration, self-healing reflection loops, microVM tool executions, and export production-ready PydanticAI and LangGraph code.

Hierarchical Orchestrator 4 Nodes
Planner decomposes prompt and fans out to specialized code & research workers.
Critic-Reflector Loop 5 Nodes
Self-healing test-driven synthesis with microVM sandbox execution ($k \le 5$).
Parallel Swarm Consensus 6 Nodes
Tri-agent parallel synthesis with majority Raft voting and outlier rejection.
Production CI/CD Gate 5 Nodes
Strict deterministic guardrails with human-in-the-loop authorization interception.
Hierarchical Orchestrator Architecture
Node Properties Planner Node
2K 32,000 tokens 128K
Pipeline Telemetry & Cost LIVE PREVIEW
Total Graph Nodes 4
Max Token Context 64,000 tok
KV Cache VRAM Footprint 1.25 GB
Est. End-to-End Latency 4.8 s
Estimated Cost / Run $0.042 

        


        
        

            
Mastering Autonomous Agent Topologies

            
Explore the foundational engineering literature on multi-agent consensus, memory persistence, and sandbox security.


            

                
                    

                        
Level 701 • Guide

                        
State Graph Checkpointing, Memory Compaction & Cold-Storage Eviction

                    

                    
Redis/SQLite graph serialization, context reduction vectors, and episodic memory persistence.

                

                
                    

                        
Level 702 • Guide

                        
Deterministic Guardrails & Human-in-the-Loop Interception Hooks

                    

                    
Hard schema gating (Pydantic/Zod), tool privilege tiers, and cryptographically verified approval tokens.

                

                
                    

                        
Level 703 • Guide

                        
Swarm Consensus Protocols: Raft, Majority Voting & Byzantine Tolerance

                    

                    
Distributed agent agreement algorithms, parallel critic reconciliation, and outlier suppression.

                

                
                    

                        
Playbook A14 • Playbook

                        
Production Agentic Observability & OpenTelemetry Distributed Tracing

                    

                    
Tracing nested tool executions, latency bottleneck diagnosis, and token leak detection in CI/CD.