researcher
01Agent
Conducts deep research using web search, academic databases, and industry sources to build the knowledge foundation for content creation.
An open-source editorial production system that researches, verifies, drafts, and delivers publication-ready long-form content with human review and provenance built in.
Agent
Conducts deep research using web search, academic databases, and industry sources to build the knowledge foundation for content creation.
Agent
Verifies all claims, statistics, citations, and factual assertions for accuracy before content moves to drafting.
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Creates initial content drafts from research findings and content brief, establishing structure and narrative flow.
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Identifies visual opportunities in content, generates data charts from verified research, optionally generates AI images (feature images, contextual illustrations) via MCP when user opts in, and creates structured annotation markers for visuals requiring human action.
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Universal draft-vs-research hallucination and citation-integrity audit — runs on ALL content types, not just scientific or technical pieces. Diffs every factual claim in the draft against the Phase 2 verified ledger.
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Optimizes content structure for readability and engagement, and catches grammar, spelling, and formatting errors.
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Optimizes content for search engine visibility and AI engine discoverability with keyword placement, meta content, and structured data.
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Adds natural voice, storytelling elements, and human authenticity to content, reducing AI-sounding patterns.
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Reviews content against quality standards, brief requirements, and brand guidelines before final output.
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Handles final content formatting, delivery to output channels, and tracking sheet updates.
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Orchestrates multi-content production as a sequential, checkpointed queue of full ContentForge pipeline runs.
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Extracts key points from content and adapts for social media platforms.
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Translates content while preserving brand voice, citations, and SEO across languages.