Use Cases

From two agents chatting to enterprise-scale swarms

Basic Use Cases 2 Agents

🔗 Two Agents Chatting

Problem: Alice has a personal AI assistant. Bob has a different AI assistant. They want their agents to coordinate schedules directly without human intermediation. 

┌─────────────────┐                              ┌─────────────────┐
│   Alice's       │                              │    Bob's        │
│   Assistant     │                              │   Assistant     │
│   (Claude)      │                              │   (GPT-4)       │
│                 │                              │                 │
│ did:molt:key:   │                              │ did:molt:key:   │
│ z6MkAlice...    │                              │ z6MkBob...      │
└────────┬────────┘                              └────────┬────────┘
         │                                                │
         │           ┌─────────────────────┐              │
         └──────────►│    MoltRelay        │◄─────────────┘
                     │  www.moltspeak.xyz/relay │
                     └─────────────────────┘
MoltID MoltRelay MoltSpeak Core

Benefits:

  • Agents coordinate in seconds instead of email back-and-forth
  • Zero ambiguity with typed, schema-validated messages
  • Cryptographically verified identity

🌐 Document Translation

Problem: A research agent needs to translate a paper from Japanese to English but lacks translation capabilities. It needs to find and delegate to a specialist. 

┌─────────────────┐          ┌─────────────────┐
│ Research Agent  │          │ Translation     │
│ (needs help)    │          │ Agent           │
│                 │  TASK    │                 │
│ Trust: 0.82     │─────────►│ Trust: 0.95     │
│                 │◄─────────│ Domain: ja→en   │
│                 │  RESULT  │                 │
└─────────────────┘          └─────────────────┘
         │                           │
         │     ┌───────────────┐     │
         └────►│ MoltDiscovery │◄────┘
               │ (find agents) │
               └───────────────┘
MoltDiscovery MoltTrust

Benefits:

  • Automatic capability matching via Discovery
  • Trust-based agent selection
  • Secure delegated task execution

🤖 Personal Assistant Delegation

Problem: Your personal assistant needs to book complex travel but lacks expertise. It delegates to a travel specialist while maintaining privacy controls. 

┌──────────────────────────────────────────────────┐
│                    Human User                     │
│               "Book me a trip to Tokyo"           │
└────────────────────────┬─────────────────────────┘
                         │
                         ▼
┌──────────────────────────────────────────────────┐
│            Personal Assistant Agent               │
│                                                   │
│  • Has PII consent for user data                 │
│  • Lacks travel expertise                         │
└────────────────────────┬─────────────────────────┘
                         │ DELEGATE
                         ▼
┌──────────────────────────────────────────────────┐
│            Travel Specialist Agent                │
│                                                   │
│  • Expert in flights, hotels, activities         │
│  • Cannot access user PII without consent        │
└──────────────────────────────────────────────────┘
MoltSpeak Consent MoltTrust MoltID Delegation

Benefits:

  • Privacy preserved: Travel agent only sees what's consented
  • Expertise leveraged: Specialist handles complexity
  • User stays in control: Consent can be revoked

Intermediate Use Cases 5-20 Agents

📚 Research Team with Coordinator

Problem: A research project needs multiple agents working together: literature review, data analysis, writing, and fact-checking. 

                    ┌─────────────────────────────┐
                    │      Coordinator Agent      │
                    │  • Assigns tasks            │
                    │  • Merges results           │
                    └──────────────┬──────────────┘
                                   │
           ┌───────────────────────┼───────────────────────┐
           │                       │                       │
           ▼                       ▼                       ▼
┌─────────────────────┐ ┌─────────────────────┐ ┌─────────────────────┐
│  Literature Agent   │ │   Analysis Agent    │ │   Writing Agent     │
│                     │ │                     │ │                     │
│  • Paper search     │ │  • Data processing  │ │  • Drafting         │
│  • Summarization    │ │  • Visualization    │ │  • Formatting       │
└─────────────────────┘ └─────────────────────┘ └─────────────────────┘
MoltSpeak Stream Task Dependencies MoltDiscovery

Benefits:

  • Parallel execution where possible
  • Automatic progress tracking
  • Verified fact-checking before publication

🔍 Code Review Pipeline

Problem: Automate code review with multiple specialized agents: linting, logic review, security audit. 

┌─────────────────────────────────────────────────────────────────┐
│                         Git Push Event                           │
└──────────────────────────────┬──────────────────────────────────┘
                               │
                               ▼
┌─────────────────────────────────────────────────────────────────┐
│                     Pipeline Orchestrator                        │
└─────────────────────────────┬────────────────────────────────────┘
                              │
        ┌─────────────────────┼─────────────────────┐
        │                     │                     │
        ▼                     ▼                     ▼
┌───────────────┐     ┌───────────────┐     ┌───────────────┐
│   Linter      │     │   Reviewer    │     │   Security    │
│   Agent       │────►│   Agent       │────►│   Agent       │
│               │     │               │     │               │
│ • Style       │     │ • Logic       │     │ • Vulns       │
│ • Complexity  │     │ • Performance │     │ • OWASP       │
└───────────────┘     └───────────────┘     └───────────────┘
Pipeline Tasks Trust Security MoltID Attestation

Benefits:

  • Each agent specializes in one thing
  • Pipeline can block PR if security issues found
  • Faster than single agent doing everything

💬 Customer Support System

Problem: Handle customer inquiries at scale with routing, specialists, and human escalation. 

┌────────────────────────────────────────────────────────┐
│                    Customer Inquiry                     │
└────────────────────────────┬───────────────────────────┘
                             │
                             ▼
┌────────────────────────────────────────────────────────┐
│                     Router Agent                        │
│  • Classify inquiry • Check tier • Route to specialist │
└────────────────────────────┬───────────────────────────┘
                             │
        ┌────────────────────┼────────────────────┐
        ▼                    ▼                    ▼
┌───────────────┐    ┌───────────────┐    ┌───────────────┐
│   Billing     │    │   Technical   │    │   Account     │
│   Specialist  │    │   Support     │    │   Recovery    │
└───────────────┘    └───────────────┘    └───────┬───────┘
                                                  │
                                                  ▼
                                        ┌───────────────────┐
                                        │  Human Escalation │
                                        └───────────────────┘
Smart Routing PII Consent Human Handoff

Benefits:

  • 24/7 availability for common issues
  • Specialists handle complex cases
  • Full context preserved in escalation

Enterprise Use Cases 100+ Agents

🏢 Company-Wide Agent Mesh

Problem: A large company wants AI agents handling all departments: HR, Finance, Legal, Engineering, Sales—with proper governance and audit trails. 

┌─────────────────────────────────────────────────────────────────────────┐
│                         COMPANY AGENT MESH                               │
│                                                                          │
│  ┌────────────────────────────────────────────────────────────────────┐ │
│  │                        Governance Layer                             │ │
│  │  • Policy enforcement  • Audit logging  • Compliance monitoring    │ │
│  └────────────────────────────────────────────────────────────────────┘ │
│                                    │                                     │
│  ┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐      │
│  │    HR    │ │ Finance  │ │  Legal   │ │   Eng    │ │  Sales   │      │
│  │  Cluster │ │ Cluster  │ │ Cluster  │ │ Cluster  │ │ Cluster  │      │
│  │ (10 agts)│ │ (15 agts)│ │ (8 agts) │ │ (50 agts)│ │ (20 agts)│      │
│  └──────────┘ └──────────┘ └──────────┘ └──────────┘ └──────────┘      │
│                                                                          │
│  ┌────────────────────────────────────────────────────────────────────┐ │
│  │     Shared Services: Identity • Discovery • Trust • Relay          │ │
│  └────────────────────────────────────────────────────────────────────┘ │
└─────────────────────────────────────────────────────────────────────────┘
Org Hierarchy Domain Trust

Benefits:

  • Policy-enforced cross-department communication
  • Full audit trail for compliance
  • Scales to thousands of agents

📈 Autonomous Trading Floor

Problem: High-frequency trading with multiple strategy agents, real-time risk management, and regulatory compliance. 

┌─────────────────────────────────────────────────────────────────────────┐
│                    AUTONOMOUS TRADING FLOOR                              │
│                                                                          │
│  ┌─────────────────────────────────────────────────────────────────┐    │
│  │  Risk Management: Position Monitor │ VaR │ Circuit Breakers     │    │
│  └─────────────────────────────────────────────────────────────────┘    │
│                               │ REAL-TIME LIMITS                         │
│  ┌─────────────────────────────────────────────────────────────────┐    │
│  │  Strategy Agents (×50+)                                          │    │
│  │  ┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐            │    │
│  │  │Momentum  │ │   Arb    │ │  Market  │ │ Options  │            │    │
│  │  │Strategy  │ │ Strategy │ │  Making  │ │ Strategy │            │    │
│  │  └──────────┘ └──────────┘ └──────────┘ └──────────┘            │    │
│  └─────────────────────────────────────────────────────────────────┘    │
│                                    │                                     │
│  ┌─────────────────────────────────────────────────────────────────┐    │
│  │  Execution: Smart Router │ TWAP/VWAP │ Direct Market Access     │    │
│  └─────────────────────────────────────────────────────────────────┘    │
└─────────────────────────────────────────────────────────────────────────┘
Priority Messages Sub-ms Latency Compliance Audit

Benefits:

  • Sub-millisecond risk checks before every trade
  • Circuit breakers can halt all strategies instantly
  • Full audit trail for regulators

🛡️ Content Moderation at Scale

Problem: Social platform needs to moderate millions of posts per day with multiple specialized agents and human-in-the-loop for edge cases. 

┌─────────────────────────────────────────────────────────────────────────┐
│                    CONTENT MODERATION SYSTEM                             │
│                                                                          │
│  ┌─────────────────────────────────────────────────────────────────┐    │
│  │   Ingestion Layer (1M+ posts/hour)                               │    │
│  └─────────────────────────────────────────────────────────────────┘    │
│                               │                                          │
│  ┌─────────────────────────────────────────────────────────────────┐    │
│  │   Triage Agent Pool (×20): Fast classify safe/review/remove      │    │
│  └─────────────────────────────────────────────────────────────────┘    │
│           │ (90% SAFE)        │ (8% REVIEW)       │ (2% REMOVE)         │
│                               ▼                                          │
│  ┌─────────────────────────────────────────────────────────────────┐    │
│  │  Specialist Pools: Hate Speech │ Violence │ CSAM │ Spam (×10 ea)│    │
│  └─────────────────────────────────────────────────────────────────┘    │
│                               │                                          │
│  ┌─────────────────────────────────────────────────────────────────┐    │
│  │  Decision Aggregator → APPROVE │ REMOVE │ HUMAN REVIEW           │    │
│  └─────────────────────────────────────────────────────────────────┘    │
└─────────────────────────────────────────────────────────────────────────┘
Pool Routing Batching Audit Logging

Benefits:

  • Scales to millions of items per hour
  • Multiple perspectives reduce false positives
  • Explainable decisions for appeals

🌍 Multi-Tenant SaaS

Problem: A SaaS platform needs to provide isolated AI agent capabilities to thousands of customers with usage-based billing. 

┌─────────────────────────────────────────────────────────────────────────┐
│                    MULTI-TENANT AGENT SAAS                               │
│                                                                          │
│  ┌─────────────────────────────────────────────────────────────────┐    │
│  │   API Gateway: Auth → Rate Limit → Tenant Isolation → Routing   │    │
│  └─────────────────────────────────────────────────────────────────┘    │
│                                    │                                     │
│  ┌─────────────────┐     ┌─────────────────┐     ┌─────────────────┐   │
│  │   TENANT A      │     │   TENANT B      │     │   TENANT C      │   │
│  │   Namespace     │     │   Namespace     │     │   Namespace     │   │
│  │ ┌─────────────┐ │     │ ┌─────────────┐ │     │ ┌─────────────┐ │   │
│  │ │ 5 agents    │ │     │ │ 20 agents   │ │     │ │ 100 agents  │ │   │
│  │ │ 500 credits │ │     │ │ 2000 credits│ │     │ │10000 credits│ │   │
│  │ └─────────────┘ │     │ └─────────────┘ │     │ └─────────────┘ │   │
│  └─────────────────┘     └─────────────────┘     └─────────────────┘   │
│                                                                          │
│  ┌─────────────────────────────────────────────────────────────────┐    │
│  │   Shared Platform: Relay │ Discovery │ Templates │ Billing       │    │
│  └─────────────────────────────────────────────────────────────────┘    │
└─────────────────────────────────────────────────────────────────────────┘
Namespace Isolation Template Library

Benefits:

  • Complete tenant isolation (security)
  • Shared infrastructure (cost efficient)
  • Scale from 1 to 1000+ agents per tenant

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