# HBR AI-Strategy Corpus — 131-Article Unified Vault

Unified vault synthesizing 13 source vaults via one Opus 4.8 synthesis call.

## Sources

- **spine** ("HBR — Strategic Spine — value thesis & how much to bet") → (unified vault: 9 sources)
  - Source vault: `hbr-seg-spine`
  - Speakers: Shlomo Benartzi, Randall Long, Stefano Puntoni, Jan-Emmanuel De Neve, Jeffrey T. Hancock, Kate Niederhoffer, Jack Dorsey, Micha Kaufman, Greg Case, Lisa Stevens, Satya Nadella, Erik Brynjolfsson, Jeffrey P. Shay, Donna Kelley, Mahdi Majbouri, Thomas H. Davenport, Baba Prasad, Stéphane Bancel, Doug McMillon, Cyril Bouquet, Christopher J. Wright, Julian Nolan, Faisal Hoque, Erik Nelson, Tom Davenport, Paul Scade, John J. Sviokla, Jay B. Barney, Martin Reeves, Todd McLees, Nicole Radziwill, Greg Satell
- **futures** ("HBR — Futures / Macro — where it's all going") → (unified vault: 11 sources)
  - Source vault: `hbr-seg-futures`
  - Speakers: Vivian S. Lee, Linda Mantia, Jon McNeill, Souvik Sen, Nikki Monterroso, Abdel Mahmoud, Edoardo Tealdi, Emilia Probasco, Michael Hammer, Toby E. Stuart, Dario Amodei, Sam Altman, Jack Dorsey, Amy Webb, Paulo Carvão, Jensen Huang, Ethan Mollick, Bhaskar Chakravorti, Abidemi Adisa, Christina Filipovic, Xue Niu, Chengwei Liu, Balázs Kovács, Geoffrey Hinton, Ajay Agrawal, Joshua Gans, Avi Goldfarb, Indra Nooyi, Adi Ignatius, Yasuhiro Yamakawa, Thomas H. Davenport, Marc Andreesen, Bill Gates, Yinuo Tang, Eric Yanfei Zhao, Linda A. Hill, Emily Tedards, Jason Wild, Raja Al Mazrouei, Garry Lyons, Richard Haythornthwaite, Nicole M. Jones, Ajay Banga, Ed Bastian
- **geo** ("HBR — Demand Ⅰ-A · GEO / AI-mediated discovery & agentic commerce") → (unified vault: 13 sources)
  - Source vault: `hbr-seg-geo`
  - Speakers: Amit Joshi, Ivy Buche, Caroline Schwaer, Marcella Colombino, Stephen Griffiths, Christof B. Wyss, Caitriona Gallagher, Emma Fox, Kartik Hosanagar, Jafar Sabbah, Oguz A. Acar, David Dubois, John Dawson, Akansh Jaiswal, Graham Kenny, Ganna Pogrebna, Julia, Michael, Adi Ignatius, Timothy Young, Ahmed Malik, Stefano Puntoni, Erik Hermann, David Schweidel, Ali Furman, Ege Gürdeniz, Rima Safari, Remzi Ural, Mark J. Greeven, Fabrice Beaulieu, Wei Wei, John Gale, Luca Cian, Luc Wathieu, Allison R. Hess, Jur Gaarlandt, Wesley Korver, Nathan Furr, Andrew Shipilov, Mikey Vu, Maureen Burns, Aaron Cheris
- **attention** ("HBR — Demand Ⅰ-B · Attention economy / GTM shift & habit-moat") → (unified vault: 8 sources)
  - Source vault: `hbr-seg-attention`
  - Speakers: Yuanyuan Gina Cui, Patrick van Esch, Jan Kietzmann, Prabhakant Sinha, Arun Shastri, Sally Lorimer, Saby Mitra, Barbara Duffek, Andreas B. Eisingerich, Omar Merlo, Yang Li, Pony Ma, John Furner, Siddharth Bhattacharya, Debashish Ghose, Gordon Burtch, Remko Van Hoek, Stephanie Thomas, Rodney Thomas, Doug J. Chung, Candace Lun Plotkin, Siamak Sarvari, Jennifer Stanley, Maria Valdivieso
- **commercial** ("HBR — Demand Ⅰ-C · Commercial mechanics — pricing, fit, sales") → (unified vault: 9 sources)
  - Source vault: `hbr-seg-commercial`
  - Speakers: Eric Janssen, Brian Denenberg, Benson P. Shapiro, Klaus M. Miller, Z. John Zhang, Donna Henrike Bohrer, Karolin Frankenberger, Joakim Wincent, Dave Rubinstein, Vincent Onyemah, Mathis Stolz, Rafi Mohammed, Chris Kempczinski, Saloni Firasta-Vastani, Jeremy Korst, Stefano Puntoni, Olivier Toubia, Rob Graves, Jonathan Neman, Sunil Gupta, Frank V. Cespedes, Louis Gerstner, Guneet Kaur Nagpal, Amrita Mitra
- **agentic** ("HBR — Firm Ⅱ-A · Agentic operating model / brand code / workstreams") → (unified vault: 9 sources)
  - Source vault: `hbr-seg-agentic`
  - Speakers: Michelle Taite, John Winsor, Will Fernandez, Matthew Kropp, Julie Bedard, Emma Wiles, Megan Hsu, Lisa Krayer, Harang Ju, Daron Acemoglu, Herbert Simon, Ronald Coase, Iain Cheeseman, Oguz A. Acar, David A. Schweidel, Gokcen Karaca, Stephan Winkelmann, Leala Francis, Dazza Greenwood, K. Sudhir, Jen Stave, Ryan Kurt, Maura McCarthy, Debbie Riazzi, Nathan Mapp, Mark Purdy, Bob Sternfels, Jensen Huang, Enver Cetin, Suraj Srinivasan, Vivienne Wei, Zach Stauber, Vanessa Tabbert, Bharat N. Anand, Andy Wu
- **governance** ("HBR — Firm Ⅱ-B · Governance, decision rights, leadership, risk") → (unified vault: 8 sources)
  - Source vault: `hbr-seg-governance`
  - Speakers: Lindy Greer, Jennifer Jordan, Maxim Sytch, Tomas Chamorro-Premuzic, William Gibson, Adi Ignatius, Daniel Dobrygowski, Jamie Dimon, Andy Jassy, Roger Martin, A.G. Lafley, Jonathan Rosenthal, Neal Zuckerman, Jeff Bezos, Reid Blackman, Unnamed Fortune 500 bank AI risk professional, Jeffrey Proudfoot, Stuart Madnick, Julia Dhar, Kristy R. Ellmer, Philip Jameson, Michael Hammer, Alexander Lacik, Hany Fam, Lee Ross, Julia Minson, Bill Lescher, Celia Moore, Kate Coombs, Blair Levin, Larry Downes
- **execution** ("HBR — Firm Ⅱ-C · Execution quality — correct execution of AI") → (unified vault: 7 sources)
  - Source vault: `hbr-seg-execution`
  - Speakers: Matthias Holweg, Thomas H. Davenport, Rens van den Broek, Samantha Hellauer, Dina Wang, Laks Srinivasan, Eric Anicich, Jeslyn Brouwers, Amy Edmondson, Matthew Call, Greg Shove, Gretchen Gavett, Marc Zao-Sanders, Alan McCall, Adrian Wolfberg, Johann Bilsborough, Ricard Pruna, Bruce Lawler, Vijay D’Silva, Vivek Arora, Toby E. Stuart, Rob Fauber, Steve Tulenko
- **adoption** ("HBR — People Ⅲ-A · Adoption / trust / literacy / psych-safety") → (unified vault: 11 sources)
  - Source vault: `hbr-seg-adoption`
  - Speakers: Tomas Chamorro-Premuzic, Satya Nadella, Amy Edmondson, Ben Rand, Alex Chan, Kate Niederhoffer, Alexi Robichaux, Jeffrey T. Hancock, Chiara Longoni, Gil Appel, Stephanie M. Tully, Ashley Reichheld, Christina Brodzik, Anne-Claire Roesch, Greg Vert, Ryan Youra, Scott Nover, Iavor Bojinov, Edward McFowland III, Jamil Zaki, Erik Hermann, Stefano Puntoni, Carey K. Morewedge, Mark Zuckerberg, Eric Topol, Danny Tolli, Curtis P. Langlotz, Raphael Bob-Waksberg, Luis von Ahn, Robin Vince, Constance Noonan Hadley, Sarah L. Wright, Tracey Countryman, Inge Oosterhuis, Jeff Wheless, Rushda Afzal, Blake Moret, Jayshree Seth, Amy C. Edmondson
- **reskilling** ("HBR — People Ⅲ-B · Reskilling / L&D / talent / restructuring") → (unified vault: 13 sources)
  - Source vault: `hbr-seg-reskilling`
  - Speakers: David S. Duncan, Tyler Anderson, Paola Cecchi-Dimeglio, Jorge Tamayo, Leila Doumi, Sagar Goel, Orsolya Kovács-Ondrejkovic, Raffaella Sadun, Ana Elena Azpúrua, Suraj Srinivasan, Adi Ignatius, Daisy Auger-Domínguez, Monique Herena, Daniela Seabrook, Jeffrey Saviano, Atta Tarki, Joseph Raczynski, Anthropic CEO, Sam Altman, Amy C. Edmondson, Tomas Chamorro-Premuzic, Gretchen Gavett, Julia Shin, Sandra J. Sucher, Michael Mankins, Matthew Crupi, Paul Ingram, Robert Glazer, Laura Huang, Jenny Fernandez, Julie, Harry, Shubhankar Sohoni, Lisa Krayer, Michael D. Watkins
- **ecosystem** ("HBR — Ecosystem Ⅳ · Partnerships (thin arc)") → (unified vault: 5 sources)
  - Source vault: `hbr-seg-ecosystem`
  - Speakers: Joy Batra, Dorie Clark, Vasilis Theoharakis, Armodios Yannidis, Josh Baron, Moe Khant-Thu, Natalie Burford, Andrew Shipilov, Nathan Furr, Ezra Carlson, Mehdi Safavi, Nicolas Sauvage, Danny Ertel, Roger Fisher
- **tail1** ("HBR — Tail Ⅰ · Adjacent — firm, people, demand, futures (#104–117)") → (unified vault: 14 sources)
  - Source vault: `hbr-seg-tail1`
  - Speakers: Gretchen Gavett, BCG economists, Boston University professor, Rafi Mohammed, Nilofer Merchant, Tatiana Sandino, Lindy Greer, Maxim Sytch, Jennifer Jordan, Rita McGrath, Paul English, Robert Handfield, Jack Fiedler, David Livermore, E. Glen Weyl, Raul Castro Fernandez, Chris Olah, Dario Amodei, Sam Altman, Lynda Gratton, Unnamed Global CEO, Santiago Gallino, Borja Apaolaza, Sangeet Paul Choudary, John Winsor, Carrol Chang, Aleksandra Przegalinska, Tamilla Triantoro, Leon Ciechanowski, Konrad Sowa, Anna Kovbasiuk, Richard B. Freeman, Frank V. Cespedes, Pietro Satriano, Bowen Luo, Bhoomija Ranjan, Phebo Wibbens, Teresa Dickler, Timothy B. Folta, Das Narayandas
- **tail2** ("HBR — Tail Ⅱ · Founders, PE, 2025 items, industry/security/ops (#118–131)") → (unified vault: 14 sources)
  - Source vault: `hbr-seg-tail2`
  - Speakers: Dina Denham Smith, Neri Karra Sillaman, Mike McDerment, Peter Beck, Samantha Hellauer, Dina Wang, Heidi Smith, Samantha Smith, Robert Hanson, Jesper Nordengaard, Eric Jungbluth, Maggie van de Griend, Greg Gartland, Lisa Utzschneider, Ken Gayer, Samantha Allison, Taavo Godtfredsen, Nada Hashmi, Sanja Kos, Julie Vermoote, Sapna Sadarangani Werner, BJ Wright, Amit Joshi, Mark J. Greeven, Sophie Liu, Kunjian Li, Abhishek Borah, Johannes Berendt, Sebastian Uhrich, Gavin Kilduff, Linda A. Hill, Michael D. Smith, Rahul Telang, Judge William Alsup, Judge Vincent Chhabria, Eleuther.ai, Erin Eatough, Keith Ferrazzi, Wendy Smith, Shonna Waters, Hugo Huang, Elena Revilla, Maria Jesus Saenz, Graham Kenny, Kim Oosthuizen, Anaeze C. Offodile II, Kushal T. Kadakia, Yashodhara Dash, Whitney Snider, Joseph C. Wu, Selwyn M. Vickers

## Counts

- Per-source notes (preserved): 4944
- Cross-source synthesis notes: 35
- "Related across days" links applied: 62
- Speakers across series: 392 (33 multi-source)

## Entry points

- `_AGENT_PRIMER.md` — full-series expert priming
- `_VAULT_FULL.md` — single-file full content (for URL-restricted agents)
- `00-index/moc.md` — map of content
- `00-index/glossary.md` — unified glossary
- `00-index/speakers.md` — speaker directory
- `cross-day/` — cross-source synthesis-layer notes
- `_QUERY_INDEX.json` — programmatic concept→file map
- `_raw/{spine,futures,geo,attention,commercial,agentic,governance,execution,adoption,reskilling,ecosystem,tail1,tail2}/` — original extractions and enrichments