Value Chain Mapping

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• Reviewing AI Output GroundednessGuides a claim-by-claim check that AI output is backed by its sources.
• Signal IdentificationDesign efficient early signals to validate assumptions.
• Slack Message CheckCheck Slack for important messages and activity.
• Socratic TutorTeaches programming through Socratic dialogue and graduated hints.
• Academic CitationSearch, verify, and map citations for CS/AI/ML papers.
• Academic ExperimentsAudit experimental evidence.
• Academic ReviserSelf-review, audit, or verify CS/AI/ML paper drafts as a critical peer reviewer.
• Academic Venue ResearchResearch target venue requirements.