Shivanath Devinarayanan · Updated
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The Dark Factory is the public writing name for a shift in how engineering orgs scale agents. Engineers stop hand-writing every screen and endpoint. They author specifications, guardrails, policy catalogs, and validation harnesses. Digital workers implement inside that plant. The human remains the plant architect.
New agents come from scaffolds, not from a unique repo each time. Logging, on-behalf-of identity, and rate budgets are on the template. Shadow mode runs beside a human until the proposed actions match ground truth. Then write authority. The durable plane still bounds every non-deterministic step. Notes live on The Dark Factory .
Why it matters
Bespoke agents do not copy. A one-person bottleneck is not an operating model. If the next worker takes a quarter to stand up, the org does not have a plant. It has a craft shop. Specs and harnesses are how 200+ production agents stay reviewable.
Shadow mode is the honest test. Observation-only beside the human. Evaluate against what the person did. Then grant writes. Skipping that step is how a confident error reaches a customer.
In a generic org
A team needs a research agent for a new region. They do not start from a blank worker. They clone the scaffold, declare tools in the research category, attach the same gateway policies, and run shadow for a bounded window. Specs describe the brief format. The harness checks schema. A named owner watches the trail. When the proposed actions match, the broker gets a new row. The CRM still only changes after a human allow.
Plant principles
- 1. Assembly line over handcraft. Specs, guardrails, and harnesses are the engineer job. Boilerplate is agent work.
- 2. Copyable provisioning. The next agent inherits identity, telemetry, and policy. It is not a unique snowflake.
- 3. Shadow before write. Observation against ground truth, then mutation rights.
- 4. Deterministic backbone. Temporal-style state machines retry and compensate when a model or API flakes.
- 5. Continuous review. Token, latency, and anomaly review are fleet operations, not a slide after the incident.
How the plant runs
- Spec catalogs
- Guardrails
- Validation harnesses
- Agent scaffolds
- Shadow mode
- Temporal backbone
- Fleet review
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
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