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The Missing Infrastructure for AI Agents: Documents | Reducto’s Adit Abraham

Technology
Global
Started October 22, 2026

AI agents can reason over enormous amounts of information, but much of the world’s actual work is still trapped in PDFs, spreadsheets, scans, and other formats that models struggle to reliably understand. Reducto co-founder and CEO Adit Abraham argues that solving this document layer is essential if agents are going to take on consequential work in healthcare, legal, finance, and insurance. Adit joins a16z General Partner Jennifer Li to explain why traditional OCR breaks down on messy real-wo...

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CLAIM Posted by admin • Oct 22, 2026
Insurance companies will extract unfair competitive advantage if they deploy document-parsing AI agents before their competitors do.
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CLAIM Posted by admin • Oct 22, 2026
The missing document layer is a genuine technical problem, not a marketing narrative, and deserves serious engineering resources.
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CLAIM Posted by admin • Oct 22, 2026
Traditional document formats like PDFs must be updated for AI agents to function effectively.
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CLAIM Posted by admin • Oct 22, 2026
Improving the document layer for AI agents will not guarantee success in complex fields like finance and legal.
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CLAIM Posted by admin • Oct 22, 2026
AI agents cannot reliably handle the messy document formats (PDFs, scans, spreadsheets) that dominate real-world work in healthcare, legal, and finance.
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CLAIM Posted by admin • Oct 22, 2026
Companies should prioritize cleaning and standardizing their internal document formats before expecting AI agents to extract value from them.
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CLAIM Posted by admin • Oct 22, 2026
Traditional OCR technology has been outpaced by modern AI capabilities and should be replaced with neural document parsing systems.
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CLAIM Posted by admin • Oct 22, 2026
Whether AI handles documents perfectly or imperfectly, organizations must remain legally responsible for decisions agents make based on extracted data.
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CLAIM Posted by admin • Oct 22, 2026
Any document parsing system used in healthcare or legal must maintain a human-auditable trail showing how it interpreted the source material.
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CLAIM Posted by admin • Oct 22, 2026
The complexity of real-world documents presents challenges that cannot be easily overcome by AI alone.
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