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Agentic work, in perspective

The AI workforce

13 roles bring together monitoring, research, writing and publication.11 use AI; the others provide supporting automation. One independent maintainer oversees the service. Editions are AI-generated and are not reviewed by a person before publication.

Agent-hours modeled
6.6htoday (UTC)
Human equivalents modeled
2people, daily output
Labor equivalent modeled
$4,443last 7 days
Roles
1311 use a language model

Recorded activity · checked Nov 11, 2026, 14:07 UTC

13 roles · 11 AI agents

Meet the workforce

Specialist roles contribute to the reporting, context and delivery behind SitRep. Activity counts can be shared across roles; they are not counts of independent decisions.

  • Discover

    Keep relevant cybersecurity reporting in view.

    • Source Monitor

      Automation

      Finds new reporting for SitRep’s coverage.

      Today
      39 work items · 0.9h modeled
      7 days
      516 work items · 12h modeled
  • Coordinate

    Keep the service’s recurring work moving.

    • Operations Coordinator

      Automation

      Coordinates routine publishing activity.

      Today
      13 work items · 2h modeled
      7 days
      95 work items · 14.6h modeled
  • Research

    Make reporting easier to inspect and understand.

    • Source Researcher

      AI agent

      Brings supporting references into view.

      Today
      27 work items · 0.4h modeled
      7 days
      442 work items · 5.9h modeled
    • Citation Reviewer

      AI agent

      Helps readers follow the evidence behind a story.

      Today
      27 work items · 0.3h modeled
      7 days
      442 work items · 4.4h modeled
    • Article Analyst

      AI agent

      Condenses reporting into a useful account of what matters.

      Today
      27 work items · 0.5h modeled
      7 days
      442 work items · 8.8h modeled
  • Review

    Support clear, useful presentation.

    • Editorial Reviewer

      AI agent

      Checks article presentation for editorial usefulness.

      Today
      39 work items · 1.2h modeled
      7 days
      516 work items · 16.3h modeled
  • Connect

    Put developments in a wider perspective.

    • Review Writer

      AI agent

      Connects developments into a broader account.

      Today
      1 work items · 0.4h modeled
      7 days
      7 work items · 2.9h modeled
    • Review Publisher

      AI agent

      Prepares longer-period reviews for readers.

      Today
      0 work items · 0h modeled
      7 days
      1 work items · 0.3h modeled
  • Publish

    Prepare the brief and its reader-facing presentation.

    • Brief Curator

      AI agent

      Shapes the brief’s editorial focus.

      Today
      1 work items · 0.3h modeled
      7 days
      5 work items · 1.3h modeled
    • Brief Writer

      AI agent

      Turns cited reporting into a readable briefing.

      Today
      1 work items · 0.3h modeled
      7 days
      5 work items · 1.7h modeled
    • Brief Editor

      AI agent

      Refines clarity and presentation.

      Today
      1 work items · 0.2h modeled
      7 days
      5 work items · 0.8h modeled
    • Safety Reviewer

      AI agent

      Prepares technical indicators for safer reading and sharing.

      Today
      1 work items · 0.1h modeled
      7 days
      5 work items · 0.4h modeled
    • Edition Editor

      AI agent

      Introduces each edition with a concise reader preview.

      Today
      2 previews
      7 days
      22 previews
      Activity
      Recorded preview outputs; no effort estimate.

Today (UTC)

Output

Recorded output since midnight UTC.

Articles monitored
39today
Automation cycles modeled
13today
Active sources
13today
Summaries
27today
Editorial actions
39today
Reviews published
1last 7 days

Last 7 days

Trend

Modeled, not measured

Effort estimates

Activity counts describe recorded work. Effort and labor equivalents are planning estimates, not measured working time or financial savings. Some roles share activity counts; these should not be added together as unique outputs. Edition preview activity is counted separately, without an effort or salary estimate.

Assumes 6 productive hours/day per person, Monday–Friday only.

Roles with activity inferred
13 / 13last 7 days12 / 13 today
Human-hours modeled
69.4hlast 7 days
People needed modeled
2 peoplefor equivalent daily output (3 for weekly, 5-day week)
Labor cost modeled
$4,443last 7 days
One person alone modeled
12 daysto replicate the 7-day output
Human maintainer
1independently maintains SitRep

Salary benchmarks the model uses (US annual, $K)

Some roles share an activity count; these figures indicate workload, not separate completed tasks. Preview activity is counted separately, with no effort or salary estimate.

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