Shivanath Devinarayanan · Updated
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Digital labor is a five-plane system: experience, governance, runtime, memory, and a durable backbone. Salesforce, MuleSoft, and model SDKs map onto that plant. Follow the work, not the product SKU. Classify each step as deterministic or adaptive, interactive or headless, then pick the compute that fits.
Agentforce is how a Salesforce agent stays in production. Digital labor is the plant around it: Slack and voice, a governed write, brokers and peers, memory that lasts past a session, and a backbone that retries. I run this across 200+ production agents. Voice, agent-to-agent wrapping, MCP, and multi-cloud sit on those planes.
Bring one documented job. Hiring starts at stand up production AI agents , then a consultation . The nine services are the paid catalog. Agentforce as a Salesforce runtime is Agentforce that stays in production .
Five planes
A request walks experience, then the control plane, then runtime, memory, and the durable engine. Skip governance and the write has no owner. Skip memory and you cannot replay the run. Skip the backbone and a timeout becomes a lie in the CRM.
- Experience Slack, a web operator console, generative UI, and voice. The surface changes. Identity does not.
- Governance One front door for tool and model calls. On-behalf-of identity, relationship checks, rate buckets, and a named reviewer on the write.
- Runtime A broker, peer agents, MCP tool categories, and cyclic graphs. Agentforce is a peer, not the whole plant.
- Memory Source of truth, working context, and durable episodic memory. Vectors retrieve. They do not remember.
- Durable State machines, queues, and compensation. Multi-cloud compute behind a trail the operator can replay.
Planes and maps
Experience, governance, runtime, memory, and the durable backbone. Then Salesforce, MuleSoft, model SDKs, and the Dark Factory method. Slack is where humans and agents already talk. Board-level risk sits on the write, not on the chatbot.
Experience plane
Slack, generative UI, and voice. Meet the company where it already talks.
Governance plane
The write is the risk. Identity, authorization, and review before mutation.
Runtime plane
Brokers, A2A peers, and MCP as research, fetch, graph, and infra.
Memory plane
Three context layers. Hybrid retrieval and reranking, not a single vector store.
Durable plane
Deterministic backbone. Retries, queues, compensation, multi-cloud fabric.
Salesforce map
CRM as one node: Agentforce, Data Cloud, Apex, Flow, events.
MuleSoft map
Agent Fabric, gateways, DataWeave, IDP, and the AI Gateway.
Model and SDK map
TimesFM, Gemini, Gemma, Claude and OpenAI SDKs, LangGraph.
Dark Factory method
Specs and guardrails first. Digital workers implement. Shadow mode before writes.
How to hire
Hiring starts with a governed production agent on one documented job, then a consultation.
Bring one documented job. Start at stand up production AI agents , then book a consultation . Agentforce is the Salesforce runtime: Agentforce that stays in production .
SHIVANATH DEVINARAYANAN · SALESFORCE MVP HALL OF FAME ·
SD
SHIVANATH DEVINARAYANAN · SALESFORCE MVP HALL OF FAME ·
SD
Stand up the first production agent
Hiring starts with a governed production agent on one documented job, then a consultation.
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