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SRAO Agent Graph

License: MIT SRAO Framework Stage

Stop building agents in the dark. Map requirements to capabilities first. Decompose structured requirements into atomic task DAGs, then map each task to the right agent type.

Part of the SRAO Framework. Requires SRM input from SRAO-Domain-Modeler. Output feeds into SRAO-Workflow-Orchestrator.


The Problem

You have a requirement. You start building agents. Six months later:

  • Agents overlap in capability (3 agents all doing "analysis")
  • Critical tasks have no agent assigned
  • No one knows which agent to call for a given task
  • Cross-industry reuse is zero

SRAO Agent Graph fixes this by making the mapping explicit and systematic.

What It Does

Stage 2 - Task Decomposition

  • Break SRM into atomic tasks with clear I/O schemas
  • Build dependency DAGs (serial / parallel / conditional branches)
  • Identify parallelizable tasks for concurrent execution

Stage 3 - Agent Mapping

  • Classify every task into one of 6 agent categories
  • Generate Agent Cards with capability, interface, SLA, and alternatives
  • Detect cross-industry reuse opportunities
  • Output agent graph with data flow and control flow edges

6 Agent Categories

Category Role Example
Perceive Acquire external data Image recognition, ASR, IoT collection
Analyze Compute, reason, predict Simulation, time-series forecasting, KG reasoning
Decide Recommend or act autonomously Threshold alert, path planning, resource allocation
Execute Control hardware/software Robot control, email sending, DB write
Interact Communicate with users/systems Dialog, report generation, API gateway
Orchestrate Manage other agents Workflow monitor, failover, circuit breaker

Quick Start

  1. Feed SRM output from SRAO-Domain-Modeler
  2. The graph builder decomposes requirements into a task DAG
  3. Each task is mapped to an agent with a capability card
  4. Output agent graph feeds SRAO-Workflow-Orchestrator

Example: Wind Farm Health Monitoring

`` SRM Input: "Monitor turbine health with SCADA data, detect anomalies, predict failures"

Task DAG: T1: Read SCADA data [Perceive] --> T2: Vibration analysis [Analyze] --> T3: Temperature trend [Analyze] T2 + T3 --> T4: Fault diagnosis [Decide] --> T5: Alert notification [Interact] T6: Generate work order [Execute]

Agent Graph (Mermaid): graph TD A1[SCADA Agent
Perceive] --> A2[FFT Agent
Analyze] A1 --> A3[TimeSeries Agent
Analyze] A2 --> A4[Diagnosis Agent
Decide] A3 --> A4 A4 --> A5[Alert Agent
Interact] A4 --> A6[WorkOrder Agent
Execute] ``

Cross-Industry Reuse

One of the most powerful features — detect agents that work across industries:

Agent Reusable In
Image defect detection Manufacturing QC, Tunnel crack detection, Medical imaging
Time-series anomaly detection Equipment monitoring, Weather forecasting, Financial risk
Path planning Drone inspection, Logistics scheduling, Surgical navigation
Report generation All industries

Agent Card Format

Every agent gets a standardized capability card:

yaml agent_card: id: AGT-001 name: "Vibration FFT Agent" category: Analyze capability: "Perform FFT on vibration signals to detect frequency anomalies" input: { signal: time_series, sample_rate: number } output: { spectrum: array, anomalies: list } implementation: python_script # or api_call, llm_chain, rule_engine sla: latency_p95: "2 seconds" accuracy: ">95%" alternatives: - name: "Wavelet Agent" tradeoff: "Better for transient signals, slower"

SRAO Framework Pipeline

+----------------------+ +----------------------+ +-----------------------------+ | SRAO-Domain-Modeler |---->| SRAO-Agent-Graph |---->| SRAO-Workflow-Orchestrator | | (Model & Structure) | SRM | (Decompose & Map) | DAG | (Orchestrate & Monitor) | +----------------------+ +----------------------+ +-----------------------------+

License

MIT

About

SRAO Stage 2-3: Agent capability graph construction. Decompose SRM into atomic task DAGs, map to 6 agent categories, output Agent Cards and capability graphs.

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