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The book: Forthcoming · Q4 2026 · English edition
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Knowledge, judgment, and authority
The book, open framework and practical resources for the human–agent enterprise, by Ottaviano De Cicco.
About Ottaviano De Cicco
Ottaviano De Cicco, technology executive and advisor, and author of AI-nterprise. Enterprise technology, digital transformation and AI governance.
An illustrative action boundary
A synthetic refund proposal tests an active mandate and current claim version. No payment is executed.
Ideas
Read the full manifesto and essays by Ottaviano De Cicco on institutional design, organizational learning, and human judgment.
AI-nterprise: A Manifesto for the Human-Agent Enterprise
The institutional question behind the AI-nterprise framework.
The Human Hallucination: The AI Failure Mode Nobody Is Measuring
Why human judgment and confidence must be assessed alongside machine output.
The Model Is Rented. The Learning Must Be Yours.
How an organization retains what it learns while using rented models.
The book
AI-nterprise by Ottaviano De Cicco: the argument, open white paper and free printable resources.
Contact Ottaviano De Cicco
Contact Ottaviano De Cicco about AI-nterprise and the governance of enterprise AI workflows.
Framework · A visual reference model
Follow the AI-nterprise model visually: four decisions, three control planes and three coupled loops.
Vocabulary
Definitions and exact formulations from the AI-nterprise framework, with direct term links and the source DOI.
Resources
Download Four Questions Before an Agent’s Answer Becomes Action: instructions, a process map, a filled example, and an open licence.
Original publications
Publication dates below belong to the original works. A content hash identifies a site snapshot; it is not a publication date.
- AI-nterprise: A Manifesto for the Human-Agent Enterprise ↗2026-09-04
- AI-nterprise: Governing What the Organization Knows ↗2026-09-03 · v1.0
- The Model Is Rented. The Learning Must Be Yours. ↗2026-07-15
- WebSigil: A Measurement Authority Architecture for AI Reliability ↗2026-07-03 · v1.0
- The Human Hallucination: The AI Failure Mode Nobody Is Measuring ↗2026-06-12
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Scope and reuse
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Contact the author