Articles Ingested
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A complete AI-powered operating model managed by a human orchestrator.
AI Workforce
The Feed runs a continuous pipeline for automated source scraping, ingestion, summarization, editorial workflow, and rollup publishing. This page shows aggregate output and estimated effort across the organization.
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Top-down operating model: human orchestrator with AI and automation departments.
Program Lead
Owns final editorial direction, quality standards, and release accountability.
AI Department
Maintains continuous source intake and normalization.
Collection Specialist
Pulls and stages incoming article records across active sources.
Automation Department
Operates recurring scrapers and schedulers that sustain source coverage.
Automation Specialist
Executes recurring source refresh cycles and ingestion automations.
AI Department
Transforms raw inputs into structured intelligence artifacts.
Synthesis Specialist
Generates summaries, citations, keywords, and canonical metadata.
AI Department
Tracks review states and operational quality controls.
Workflow Specialist
Applies editorial state transitions and readiness checks.
AI Department
Publishes period-based narrative rollups and continuity updates.
Narrative Specialist
Creates weekly and multi-period rollup intelligence products.
Position descriptions, workload units, and estimated effort.
Ingestion Operations
Collects, normalizes, and stages article inputs across monitored intelligence sources.
Automation Operations
Runs recurring scraper and scheduler cycles that keep source pipelines active.
Enrichment Operations
Produces impact-led summaries, citations, and metadata for downstream editorial review.
Editorial Operations
Applies quality checks and status transitions to keep the feed actionable and trustworthy.
Rollup Operations
Synthesizes and publishes multi-day rollups that summarize evolving narratives.
Estimated agent-hours per day, with workload context.
Estimated agent-hours are calculated from workload counts multiplied by fixed effort coefficients. Automation cycles are estimated from unique source refresh activity per UTC day. Labor-cost equivalency converts role-level average annual salaries into productive-hour rates. These values represent planning estimates, not wall-clock runtime.
Assumes 6 productive hours/day per person, Monday-Friday only (no weekend labor).
0 / 5 active (24h)
0 / 5 active (7d)
1 management role
0h (24h output)
0h (7d output)
0 people for equivalent daily output
0 people for equivalent weekly output (5-day week)
0 business days for equivalent 7d output
$0 (24h output)
$0 (7d output)
Includes Automation Operations labor assumptions.